HOTEL RESERVATION CANCELLATION PREDCITION

## Importing Necessary Libraries
Warning message:
package ‘ROCR’ was built under R version 4.2.3 
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FUNCTIONS_PATH = "D:/UIS/Studies/Semester4/CSC532/Assignments/ML_Final_Project/ml_final_project/code_base/custom_functions.R"
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source(FUNCTIONS_PATH)
##---------
library(dplyr)
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library(ROCR)
library(caret)
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library(glmnet)
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library(randomForest)
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library(gbm)
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library(keras)
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library(tfruns)
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library(abind)
library(mltools)
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library(data.table)
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library(reshape2)
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##---------
# I am creating this to save models
# Most of the models take time to run
# Can uuse these model objects later during the process

# CHAT_GPT Assistance: how to create folder if it does not exist in R?
# Specify the path to the folder you want to create
models_folder_path <- "D:/UIS/Studies/Semester4/CSC532/Assignments/ML_Final_Project/ml_final_project/ALL_MODELS"
# over_write_models <- T
over_write_models <- F

# Check if the folder exists
if (!file.exists(models_folder_path)) {
  # If the folder does not exist, create it
  dir.create(models_folder_path)
  cat("Folder created successfully!\n")
} else {
  cat("Folder already exists!\n")
}
Folder already exists!

Let us import dataset

## File Paths
input_folder_path = "D:/UIS/Studies/Semester4/CSC532/Assignments/ML_Final_Project/ml_final_project/input_datasets/"
input_file_name = "hotel_reservations_dataset/Hotel Reservations.csv"
hotel_reservation_data = paste(input_folder_path, input_file_name, sep = "")
hotel_reservation_data <- read.csv(file = hotel_reservation_data, header = TRUE)

Let us check some basic information

## Primitive Information
# Let us check the shape of the data
print(paste("Number of Records : ", dim(hotel_reservation_data)[1]))
[1] "Number of Records :  36275"
print(paste("Number of Features : ", dim(hotel_reservation_data)[2]))
[1] "Number of Features :  19"
# Let us check the feature name snad the structure
str(hotel_reservation_data)
'data.frame':   36275 obs. of  19 variables:
 $ Booking_ID                          : chr  "INN00001" "INN00002" "INN00003" "INN00004" ...
 $ no_of_adults                        : int  2 2 1 2 2 2 2 2 3 2 ...
 $ no_of_children                      : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_weekend_nights                : int  1 2 2 0 1 0 1 1 0 0 ...
 $ no_of_week_nights                   : int  2 3 1 2 1 2 3 3 4 5 ...
 $ type_of_meal_plan                   : chr  "Meal Plan 1" "Not Selected" "Meal Plan 1" "Meal Plan 1" ...
 $ required_car_parking_space          : int  0 0 0 0 0 0 0 0 0 0 ...
 $ room_type_reserved                  : chr  "Room_Type 1" "Room_Type 1" "Room_Type 1" "Room_Type 1" ...
 $ lead_time                           : int  224 5 1 211 48 346 34 83 121 44 ...
 $ arrival_year                        : int  2017 2018 2018 2018 2018 2018 2017 2018 2018 2018 ...
 $ arrival_month                       : int  10 11 2 5 4 9 10 12 7 10 ...
 $ arrival_date                        : int  2 6 28 20 11 13 15 26 6 18 ...
 $ market_segment_type                 : chr  "Offline" "Online" "Online" "Online" ...
 $ repeated_guest                      : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_previous_cancellations        : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_previous_bookings_not_canceled: int  0 0 0 0 0 0 0 0 0 0 ...
 $ avg_price_per_room                  : num  65 106.7 60 100 94.5 ...
 $ no_of_special_requests              : int  0 1 0 0 0 1 1 1 1 3 ...
 $ booking_status                      : chr  "Not_Canceled" "Not_Canceled" "Canceled" "Canceled" ...
# Check the summary
summary(hotel_reservation_data)
  Booking_ID         no_of_adults   no_of_children    no_of_weekend_nights no_of_week_nights type_of_meal_plan 
 Length:36275       Min.   :0.000   Min.   : 0.0000   Min.   :0.0000       Min.   : 0.000    Length:36275      
 Class :character   1st Qu.:2.000   1st Qu.: 0.0000   1st Qu.:0.0000       1st Qu.: 1.000    Class :character  
 Mode  :character   Median :2.000   Median : 0.0000   Median :1.0000       Median : 2.000    Mode  :character  
                    Mean   :1.845   Mean   : 0.1053   Mean   :0.8107       Mean   : 2.204                      
                    3rd Qu.:2.000   3rd Qu.: 0.0000   3rd Qu.:2.0000       3rd Qu.: 3.000                      
                    Max.   :4.000   Max.   :10.0000   Max.   :7.0000       Max.   :17.000                      
 required_car_parking_space room_type_reserved   lead_time       arrival_year  arrival_month     arrival_date 
 Min.   :0.00000            Length:36275       Min.   :  0.00   Min.   :2017   Min.   : 1.000   Min.   : 1.0  
 1st Qu.:0.00000            Class :character   1st Qu.: 17.00   1st Qu.:2018   1st Qu.: 5.000   1st Qu.: 8.0  
 Median :0.00000            Mode  :character   Median : 57.00   Median :2018   Median : 8.000   Median :16.0  
 Mean   :0.03099                               Mean   : 85.23   Mean   :2018   Mean   : 7.424   Mean   :15.6  
 3rd Qu.:0.00000                               3rd Qu.:126.00   3rd Qu.:2018   3rd Qu.:10.000   3rd Qu.:23.0  
 Max.   :1.00000                               Max.   :443.00   Max.   :2018   Max.   :12.000   Max.   :31.0  
 market_segment_type repeated_guest    no_of_previous_cancellations no_of_previous_bookings_not_canceled
 Length:36275        Min.   :0.00000   Min.   : 0.00000             Min.   : 0.0000                     
 Class :character    1st Qu.:0.00000   1st Qu.: 0.00000             1st Qu.: 0.0000                     
 Mode  :character    Median :0.00000   Median : 0.00000             Median : 0.0000                     
                     Mean   :0.02564   Mean   : 0.02335             Mean   : 0.1534                     
                     3rd Qu.:0.00000   3rd Qu.: 0.00000             3rd Qu.: 0.0000                     
                     Max.   :1.00000   Max.   :13.00000             Max.   :58.0000                     
 avg_price_per_room no_of_special_requests booking_status    
 Min.   :  0.00     Min.   :0.0000         Length:36275      
 1st Qu.: 80.30     1st Qu.:0.0000         Class :character  
 Median : 99.45     Median :0.0000         Mode  :character  
 Mean   :103.42     Mean   :0.6197                           
 3rd Qu.:120.00     3rd Qu.:1.0000                           
 Max.   :540.00     Max.   :5.0000                           

Interesting to see that there are cases of $0 price for certain cases let us look into this section of the data

# For EDA
hotel_reservation_data_EDA <- hotel_reservation_data
hotel_reservation_data$booking_cancellation <- ifelse((hotel_reservation_data$booking_status == "Canceled"), T, F)
hotel_reservation_data_EDA$Date <- as.Date(paste(hotel_reservation_data_EDA$arrival_year, 
                                                 hotel_reservation_data_EDA$arrival_month, 
                                                 hotel_reservation_data_EDA$arrival_date, sep = "-"),
                                           format = "%Y-%m-%d")

# Print the result
# print(hotel_reservation_data_EDA$Date)
print(nrow(hotel_reservation_data_EDA))
[1] 36275
print(length(unique(hotel_reservation_data_EDA$Date)))
[1] 550
print(summary(hotel_reservation_data_EDA$Date))
        Min.      1st Qu.       Median         Mean      3rd Qu.         Max.         NA's 
"2017-07-01" "2018-02-28" "2018-06-12" "2018-05-24" "2018-09-19" "2018-12-31"         "37" 
# Understand the dates
hotel_reservation_data_EDA_NA_Dates <- hotel_reservation_data_EDA[is.na(hotel_reservation_data_EDA$Date), 
                                                                  c("arrival_year", "arrival_month",
                                                                    "arrival_date", "Date",
                                                                    "avg_price_per_room")]
dates_orig_data <- hotel_reservation_data_EDA[,c("arrival_year", "arrival_month","arrival_date", 
                                                 "Date",
                                                 "avg_price_per_room")]

What we can understand here is there are just data poitns for 1.5 (From July 2017 to Dec 2018) years and very funny we have 29th feb date in year 2018. Yeah, I know right!? How can Feb have 29 days in 2018. Fun fact: Prices have been alloted for these dates.

This is either data entry problem or data loss / corruption problem.

# Let us check date before and post 29 Feb 2018
dates_orig_data_grp <- (dates_orig_data %>% 
                          group_by(Date) %>% 
                          summarise(total = n()) %>% 
                          filter(Date == as.Date("2018-02-28") | Date == as.Date("2018-03-01")))
print(dates_orig_data_grp)

We see that there are only 61 records in Mar 1 2018 and 165 Records in Feb 28. So, I am gonna update the Feb 29 value as Mar 1 to be fair.

# Updating the input dataset
filter_condition = ((hotel_reservation_data$arrival_date == 29) & 
                      (hotel_reservation_data$arrival_month == 2) & 
                      (hotel_reservation_data$arrival_year == 2018))
hotel_reservation_data[filter_condition, "arrival_date"] = 1
hotel_reservation_data[filter_condition, "arrival_month"] = 3


print(summary(
  as.Date(paste(hotel_reservation_data$arrival_year, 
                hotel_reservation_data$arrival_month, 
                hotel_reservation_data$arrival_date, sep = "-"),
          format = "%Y-%m-%d")))
        Min.      1st Qu.       Median         Mean      3rd Qu.         Max. 
"2017-07-01" "2018-02-28" "2018-06-12" "2018-05-24" "2018-09-19" "2018-12-31" 

So there are no NAs and 549 unique values.

Now let us understand the price againfdt the date and cancellation feature.

# For EDA
hotel_reservation_data_EDA <- hotel_reservation_data
# Price Data Summarization
price_summary_data <- hotel_reservation_data_EDA
price_summary_data$Date <- as.Date(paste(hotel_reservation_data_EDA$arrival_year, 
                                                 hotel_reservation_data_EDA$arrival_month, 
                                                 hotel_reservation_data_EDA$arrival_date, sep = "-"),
                                           format = "%Y-%m-%d")
price_summary_data <- ( 
  price_summary_data %>% 
    select(all_of(c("arrival_year", "arrival_month", "arrival_date", "Date","avg_price_per_room", "booking_cancellation"))) %>% 
    group_by(Date) %>%
    summarise(price_avg = mean(avg_price_per_room),
              price_min = min(avg_price_per_room),
              price_max = max(avg_price_per_room),
              number_book_cancelled = sum(booking_cancellation)))
# Anther Date Column: to check what all dates have no price points

date_check_data <- data.frame(Date = seq(as.Date("2017-07-01"), as.Date("2018-12-31"), by = "day"))
date_check_data$all_dates_flag <- 1

price_summary_data <- merge(x = price_summary_data, y = date_check_data, by = "Date", all.x = T)

# Let us check if we have missed any date time
print("Number of dates that have no price points : ")
[1] "Number of dates that have no price points : "
print(nrow((price_summary_data[(price_summary_data$all_dates_flag != 1), ])))
[1] 0

Since it is zero, I believ we have all the dates in the 1.5 years period and let us see the price points graph Let us further inspact the date& price column.


# Let us create a dataframe that and plot relevant graphs
# https://stackoverflow.com/questions/17150183/plot-multiple-lines-in-one-graph
# https://www.statology.org/ggplot2-multiple-lines/
mdf = melt(price_summary_data, id.vars = c("Date"), measure.vars = c("price_avg", "price_min", "price_max"))
mdf_cancel = melt(price_summary_data, id.vars = c("Date"), measure.vars = c("number_book_cancelled"))
mdf_cancel_2018 = mdf_cancel %>% filter(year(Date) == 2018)
mdf_2017 = mdf %>% filter(year(Date) == 2017)
mdf_2018 = mdf %>% filter(year(Date) == 2018)

# Let us check the 
price_points_2017 <- (ggplot(data = mdf_2017, aes(x=Date, y=value, group = variable, colour = variable)) + geom_line())
price_points_2018 <- (ggplot(data = mdf_2018, aes(x=Date, y=value, group = variable, colour = variable)) + 
                        geom_line() + 
                        theme(legend.position = "bottom") + 
                        ylab("Price $"))
print(price_points_2018)

Let us ccheck for the year 2018 and understand the price points. 2018 year is selected because we have one yera of data. There are cases with price points is 0. We will have to understand that.

# Price Points 0
price_less_than_1 <- hotel_reservation_data_EDA %>% filter(avg_price_per_room == 0)
table(price_less_than_1$booking_cancellation)

FALSE  TRUE 
  539     6 
# so only few cases have been cancelled

# Let us check the market segment that has price $0
table(price_less_than_1$market_segment_type)

Complementary        Online 
          354           191 

So what we can understand the market segment is either complementary or online. So selected customers could have some offers and have utilised the offer. hence $0 price point. Also, we don’t see many cancellations, which also makes sense, whol would want to miss free booking. These are our thoughts.

cancellation <- (ggplot(data = mdf_cancel_2018, aes(x = Date, y = value, fill = variable)) +
                   geom_bar(stat = "identity") +
                   labs(x = "Date", y = "Value", fill = "Variable") +
                   scale_x_date(date_labels = "%Y-%m-%d", date_breaks = "1 month") +
                   theme(legend.position = "bottom", axis.text.x = element_text(angle = 45, hjust = 1, vjust = 1, size = 10)))

print(cancellation)

We can see that there are many booking cancellations are during the months of September, October, Noveber.

Let us check the NA values
# Let us check the NA cases
# Check if there are missing values
# And let us do a thorough check
sum(is.na(hotel_reservation_data))
[1] 0
colSums(is.na(hotel_reservation_data))
                          Booking_ID                         no_of_adults                       no_of_children 
                                   0                                    0                                    0 
                no_of_weekend_nights                    no_of_week_nights                    type_of_meal_plan 
                                   0                                    0                                    0 
          required_car_parking_space                   room_type_reserved                            lead_time 
                                   0                                    0                                    0 
                        arrival_year                        arrival_month                         arrival_date 
                                   0                                    0                                    0 
                 market_segment_type                       repeated_guest         no_of_previous_cancellations 
                                   0                                    0                                    0 
no_of_previous_bookings_not_canceled                   avg_price_per_room               no_of_special_requests 
                                   0                                    0                                    0 
                      booking_status                 booking_cancellation 
                                   0                                    0 
# Check 1
na_records <- hotel_reservation_data[!complete.cases(hotel_reservation_data), ]

Fortunately we don’t have NA values, we shall continue to transform the structure.

Let us convert the struture of the dataframe

# Check the str
str(hotel_reservation_data)
'data.frame':   36275 obs. of  20 variables:
 $ Booking_ID                          : chr  "INN00001" "INN00002" "INN00003" "INN00004" ...
 $ no_of_adults                        : int  2 2 1 2 2 2 2 2 3 2 ...
 $ no_of_children                      : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_weekend_nights                : int  1 2 2 0 1 0 1 1 0 0 ...
 $ no_of_week_nights                   : int  2 3 1 2 1 2 3 3 4 5 ...
 $ type_of_meal_plan                   : chr  "Meal Plan 1" "Not Selected" "Meal Plan 1" "Meal Plan 1" ...
 $ required_car_parking_space          : int  0 0 0 0 0 0 0 0 0 0 ...
 $ room_type_reserved                  : chr  "Room_Type 1" "Room_Type 1" "Room_Type 1" "Room_Type 1" ...
 $ lead_time                           : int  224 5 1 211 48 346 34 83 121 44 ...
 $ arrival_year                        : int  2017 2018 2018 2018 2018 2018 2017 2018 2018 2018 ...
 $ arrival_month                       : num  10 11 2 5 4 9 10 12 7 10 ...
 $ arrival_date                        : num  2 6 28 20 11 13 15 26 6 18 ...
 $ market_segment_type                 : chr  "Offline" "Online" "Online" "Online" ...
 $ repeated_guest                      : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_previous_cancellations        : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_previous_bookings_not_canceled: int  0 0 0 0 0 0 0 0 0 0 ...
 $ avg_price_per_room                  : num  65 106.7 60 100 94.5 ...
 $ no_of_special_requests              : int  0 1 0 0 0 1 1 1 1 3 ...
 $ booking_status                      : chr  "Not_Canceled" "Not_Canceled" "Canceled" "Canceled" ...
 $ booking_cancellation                : logi  FALSE FALSE TRUE TRUE TRUE TRUE ...
categorized_features <- categorize_features(hotel_reservation_data)
# Checking the column names
cat("Numeric columns: \n------\n", paste(categorized_features$numeric_cols, collapse = ", "), "\n")
Numeric columns: 
------
 no_of_adults, no_of_children, no_of_weekend_nights, no_of_week_nights, required_car_parking_space, lead_time, arrival_year, arrival_month, arrival_date, repeated_guest, no_of_previous_cancellations, no_of_previous_bookings_not_canceled, avg_price_per_room, no_of_special_requests 
cat("Factor columns: \n------\n", paste(categorized_features$factor_cols, collapse = ", "), "\n")
Factor columns: 
------
  
cat("Character columns: \n------\n", paste(categorized_features$character_cols, collapse = ", "),"\n")
Character columns: 
------
 Booking_ID, type_of_meal_plan, room_type_reserved, market_segment_type, booking_status 
# Let us check the character variables and understand the unique values
for(col_val in categorized_features$character_cols) {
  cat(paste("-----", col_val, "-----\n", sep = ""))
  if(col_val == "Booking_ID") {
    print("Uniq Identifier - No need to check the unique values")
  } else {
    cat(paste(sort(unique(hotel_reservation_data[[col_val]]), decreasing = F), collapse = ", "), "\n")
  }
}
-----Booking_ID-----
[1] "Uniq Identifier - No need to check the unique values"
-----type_of_meal_plan-----
Meal Plan 1, Meal Plan 2, Meal Plan 3, Not Selected 
-----room_type_reserved-----
Room_Type 1, Room_Type 2, Room_Type 3, Room_Type 4, Room_Type 5, Room_Type 6, Room_Type 7 
-----market_segment_type-----
Aviation, Complementary, Corporate, Offline, Online 
-----booking_status-----
Canceled, Not_Canceled 
# Removing the first Column 
# Jsut a unique identifier
hotel_reservation_data$Booking_ID <- NULL

# Final OutCome column - Modified
# I We are chaging hte outcome variable, for simplfied understanding of the model and data
# We are more interesetd in understanding people who would end up canceling a booked room.
hotel_reservation_data$booking_cancellation <- ifelse((hotel_reservation_data$booking_status == "Canceled"), "yes", "no")
hotel_reservation_data$booking_cancellation <- factor(hotel_reservation_data$booking_cancellation)
hotel_reservation_data$booking_status <- NULL

hotel_reservation_data$market_segment_type <- factor(hotel_reservation_data$market_segment_type)
hotel_reservation_data$type_of_meal_plan <- factor(hotel_reservation_data$type_of_meal_plan)
hotel_reservation_data$room_type_reserved <- factor(hotel_reservation_data$room_type_reserved)
# Check the str
str(hotel_reservation_data)
'data.frame':   36275 obs. of  18 variables:
 $ no_of_adults                        : int  2 2 1 2 2 2 2 2 3 2 ...
 $ no_of_children                      : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_weekend_nights                : int  1 2 2 0 1 0 1 1 0 0 ...
 $ no_of_week_nights                   : int  2 3 1 2 1 2 3 3 4 5 ...
 $ type_of_meal_plan                   : Factor w/ 4 levels "Meal Plan 1",..: 1 4 1 1 4 2 1 1 1 1 ...
 $ required_car_parking_space          : int  0 0 0 0 0 0 0 0 0 0 ...
 $ room_type_reserved                  : Factor w/ 7 levels "Room_Type 1",..: 1 1 1 1 1 1 1 4 1 4 ...
 $ lead_time                           : int  224 5 1 211 48 346 34 83 121 44 ...
 $ arrival_year                        : int  2017 2018 2018 2018 2018 2018 2017 2018 2018 2018 ...
 $ arrival_month                       : num  10 11 2 5 4 9 10 12 7 10 ...
 $ arrival_date                        : num  2 6 28 20 11 13 15 26 6 18 ...
 $ market_segment_type                 : Factor w/ 5 levels "Aviation","Complementary",..: 4 5 5 5 5 5 5 5 4 5 ...
 $ repeated_guest                      : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_previous_cancellations        : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_previous_bookings_not_canceled: int  0 0 0 0 0 0 0 0 0 0 ...
 $ avg_price_per_room                  : num  65 106.7 60 100 94.5 ...
 $ no_of_special_requests              : int  0 1 0 0 0 1 1 1 1 3 ...
 $ booking_cancellation                : Factor w/ 2 levels "no","yes": 1 1 2 2 2 2 1 1 1 1 ...
categorized_features <- categorize_features(hotel_reservation_data)
# Checking the column names
cat("Numeric columns: \n------\n", paste(categorized_features$numeric_cols, collapse = ", "), "\n")
Numeric columns: 
------
 no_of_adults, no_of_children, no_of_weekend_nights, no_of_week_nights, required_car_parking_space, lead_time, arrival_year, arrival_month, arrival_date, repeated_guest, no_of_previous_cancellations, no_of_previous_bookings_not_canceled, avg_price_per_room, no_of_special_requests 
cat("Factor columns: \n------\n", paste(categorized_features$factor_cols, collapse = ", "), "\n")
Factor columns: 
------
 type_of_meal_plan, room_type_reserved, market_segment_type, booking_cancellation 
cat("Character columns: \n------\n", paste(categorized_features$character_cols, collapse = ", "),"\n")
Character columns: 
------
  

NOTE: WE HAVE SKIPPED THE EDA PART….WE WILL HAVE TO COMPLETE IT

# Defining Target Variable
target_DV <- "booking_cancellation"
# Checking the association of variables with target variable

assoc_num_df <- association_numerical_categorical(df = hotel_reservation_data,
                                                  numer_vars = categorized_features$numeric_cols,
                                                  target_var = target_DV)
[1] "*************no_of_adults*************"

    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = -17.128, df = 25511, p-value < 2.2e-16
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 -0.10705340 -0.08506803
sample estimates:
 mean in group no mean in group yes 
         1.813489          1.909550 

[1] "*************no_of_children*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = -6.0025, df = 20824, p-value = 1.975e-09
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 -0.03764256 -0.01911039
sample estimates:
 mean in group no mean in group yes 
       0.09598196        0.12435844 

[1] "*************no_of_weekend_nights*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = -11.404, df = 21843, p-value < 2.2e-16
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 -0.13382358 -0.09456947
sample estimates:
 mean in group no mean in group yes 
        0.7733087         0.8875053 

[1] "*************no_of_week_nights*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = -16.672, df = 20040, p-value < 2.2e-16
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 -0.3124142 -0.2466839
sample estimates:
 mean in group no mean in group yes 
         2.112710          2.392259 

[1] "*************required_car_parking_space*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = 20.424, df = 36272, p-value < 2.2e-16
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 0.02876500 0.03487198
sample estimates:
 mean in group no mean in group yes 
      0.041410414       0.009591923 

[1] "*************lead_time*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = -80.617, df = 16886, p-value < 2.2e-16
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 -82.24038 -78.33614
sample estimates:
 mean in group no mean in group yes 
         58.92722         139.21548 

[1] "*************arrival_year*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = -40.013, df = 33430, p-value < 2.2e-16
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 -0.1540090 -0.1396251
sample estimates:
 mean in group no mean in group yes 
         2017.772          2017.919 

[1] "*************arrival_month*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = 2.3137, df = 28250, p-value = 0.02069
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 0.01132769 0.13689681
sample estimates:
 mean in group no mean in group yes 
         7.448954          7.374842 

[1] "*************arrival_date*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = -2.202, df = 23406, p-value = 0.02768
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 -0.40805195 -0.02371721
sample estimates:
 mean in group no mean in group yes 
         15.49770          15.71359 

[1] "*************repeated_guest*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = 28.633, df = 27928, p-value < 2.2e-16
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 0.03365500 0.03860128
sample estimates:
 mean in group no mean in group yes 
      0.037474375       0.001346235 

[1] "*************no_of_previous_cancellations*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = 7.6345, df = 35195, p-value = 2.324e-14
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 0.01967287 0.03326333
sample estimates:
 mean in group no mean in group yes 
      0.032021320       0.005553218 

[1] "*************no_of_previous_bookings_not_canceled*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = 16.402, df = 24757, p-value < 2.2e-16
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 0.1980356 0.2517917
sample estimates:
 mean in group no mean in group yes 
      0.227101271       0.002187631 

[1] "*************avg_price_per_room*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = -28.451, df = 25929, p-value < 2.2e-16
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 -11.392852  -9.924257
sample estimates:
 mean in group no mean in group yes 
         99.93141         110.58997 

[1] "*************no_of_special_requests*************"


    Welch Two Sample t-test

data:  df[, v] by df[, target_var]
t = 56.425, df = 32323, p-value < 2.2e-16
alternative hypothesis: true difference in means between group no and group yes is not equal to 0
95 percent confidence interval:
 0.4091991 0.4386511
sample estimates:
 mean in group no mean in group yes 
        0.7585486         0.3346235 

assoc_fac_df <- association_categorical_categorical(df = hotel_reservation_data,
                                                    factor_vars = categorized_features$factor_cols,
                                                    target_var = target_DV)
[1] "-------------------- type_of_meal_plan --------------------"
Warning: Chi-squared approximation may be incorrect

    Pearson's Chi-squared test

data:  ctable
X-squared = 278.29, df = 3, p-value < 2.2e-16
Warning: Chi-squared approximation may be incorrect
[1] "-------------------- room_type_reserved --------------------"

Warning: Chi-squared approximation may be incorrect

    Pearson's Chi-squared test

data:  ctable
X-squared = 57.335, df = 6, p-value = 1.563e-10
Warning: Chi-squared approximation may be incorrect
[1] "-------------------- market_segment_type --------------------"


    Pearson's Chi-squared test

data:  ctable
X-squared = 814.11, df = 4, p-value < 2.2e-16

qualified_features_data <- assoc_num_df %>% rbind.data.frame(assoc_fac_df)

# CHATGPT: how to sort a dataframe in R?
qualified_features_data[order(qualified_features_data$result, decreasing = FALSE), ]

We have some variables that are periodic in nature. Date, month, and day. I believe the better way to represent these variables is to map each value into a point in a circle where the lowest value appears next to the largest value in the circle.

# Let us convert periodic columns
circular_columns <- c("arrival_date", "arrival_month")


for (col_val in circular_columns) {
  
  x_col_name <- paste(col_val, "_x", sep = "")
  y_col_name <- paste(col_val, "_y", sep = "")
  
  hotel_reservation_data[[x_col_name]] <- cos((2 * pi * hotel_reservation_data[[col_val]]) / max(hotel_reservation_data[[col_val]]))
  hotel_reservation_data[[y_col_name]] <- sin((2 * pi * hotel_reservation_data[[col_val]]) / max(hotel_reservation_data[[col_val]]))
}

# Removing the modified columns
hotel_reservation_data <- hotel_reservation_data %>% select(-one_of(circular_columns))

# Year column into factor
hotel_reservation_data$arrival_year <- factor(hotel_reservation_data$arrival_year)
# Check the str
str(hotel_reservation_data)
'data.frame':   36275 obs. of  20 variables:
 $ no_of_adults                        : int  2 2 1 2 2 2 2 2 3 2 ...
 $ no_of_children                      : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_weekend_nights                : int  1 2 2 0 1 0 1 1 0 0 ...
 $ no_of_week_nights                   : int  2 3 1 2 1 2 3 3 4 5 ...
 $ type_of_meal_plan                   : Factor w/ 4 levels "Meal Plan 1",..: 1 4 1 1 4 2 1 1 1 1 ...
 $ required_car_parking_space          : int  0 0 0 0 0 0 0 0 0 0 ...
 $ room_type_reserved                  : Factor w/ 7 levels "Room_Type 1",..: 1 1 1 1 1 1 1 4 1 4 ...
 $ lead_time                           : int  224 5 1 211 48 346 34 83 121 44 ...
 $ arrival_year                        : Factor w/ 2 levels "2017","2018": 1 2 2 2 2 2 1 2 2 2 ...
 $ market_segment_type                 : Factor w/ 5 levels "Aviation","Complementary",..: 4 5 5 5 5 5 5 5 4 5 ...
 $ repeated_guest                      : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_previous_cancellations        : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_previous_bookings_not_canceled: int  0 0 0 0 0 0 0 0 0 0 ...
 $ avg_price_per_room                  : num  65 106.7 60 100 94.5 ...
 $ no_of_special_requests              : int  0 1 0 0 0 1 1 1 1 3 ...
 $ booking_cancellation                : Factor w/ 2 levels "no","yes": 1 1 2 2 2 2 1 1 1 1 ...
 $ arrival_date_x                      : num  0.919 0.347 0.821 -0.612 -0.612 ...
 $ arrival_date_y                      : num  0.394 0.938 -0.571 -0.791 0.791 ...
 $ arrival_month_x                     : num  0.5 0.866 0.5 -0.866 -0.5 ...
 $ arrival_month_y                     : num  -0.866 -0.5 0.866 0.5 0.866 ...

Let the outcome column be the final variable in the dataframe. Let sus chage its position.

# Cahging the position of the outcome variable
book_cancel <- hotel_reservation_data$booking_cancellation
hotel_reservation_data$booking_cancellation <- NULL
hotel_reservation_data$booking_cancellation <- book_cancel
rm(book_cancel)
# Check the str
str(hotel_reservation_data)
'data.frame':   36275 obs. of  20 variables:
 $ no_of_adults                        : int  2 2 1 2 2 2 2 2 3 2 ...
 $ no_of_children                      : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_weekend_nights                : int  1 2 2 0 1 0 1 1 0 0 ...
 $ no_of_week_nights                   : int  2 3 1 2 1 2 3 3 4 5 ...
 $ type_of_meal_plan                   : Factor w/ 4 levels "Meal Plan 1",..: 1 4 1 1 4 2 1 1 1 1 ...
 $ required_car_parking_space          : int  0 0 0 0 0 0 0 0 0 0 ...
 $ room_type_reserved                  : Factor w/ 7 levels "Room_Type 1",..: 1 1 1 1 1 1 1 4 1 4 ...
 $ lead_time                           : int  224 5 1 211 48 346 34 83 121 44 ...
 $ arrival_year                        : Factor w/ 2 levels "2017","2018": 1 2 2 2 2 2 1 2 2 2 ...
 $ market_segment_type                 : Factor w/ 5 levels "Aviation","Complementary",..: 4 5 5 5 5 5 5 5 4 5 ...
 $ repeated_guest                      : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_previous_cancellations        : int  0 0 0 0 0 0 0 0 0 0 ...
 $ no_of_previous_bookings_not_canceled: int  0 0 0 0 0 0 0 0 0 0 ...
 $ avg_price_per_room                  : num  65 106.7 60 100 94.5 ...
 $ no_of_special_requests              : int  0 1 0 0 0 1 1 1 1 3 ...
 $ arrival_date_x                      : num  0.919 0.347 0.821 -0.612 -0.612 ...
 $ arrival_date_y                      : num  0.394 0.938 -0.571 -0.791 0.791 ...
 $ arrival_month_x                     : num  0.5 0.866 0.5 -0.866 -0.5 ...
 $ arrival_month_y                     : num  -0.866 -0.5 0.866 0.5 0.866 ...
 $ booking_cancellation                : Factor w/ 2 levels "no","yes": 1 1 2 2 2 2 1 1 1 1 ...
categorized_features <- categorize_features(hotel_reservation_data)
# Checking the column names
cat("Numeric columns: \n------\n", paste(categorized_features$numeric_cols, collapse = ", "), "\n")
Numeric columns: 
------
 no_of_adults, no_of_children, no_of_weekend_nights, no_of_week_nights, required_car_parking_space, lead_time, repeated_guest, no_of_previous_cancellations, no_of_previous_bookings_not_canceled, avg_price_per_room, no_of_special_requests, arrival_date_x, arrival_date_y, arrival_month_x, arrival_month_y 
cat("Factor columns: \n------\n", paste(categorized_features$factor_cols, collapse = ", "), "\n")
Factor columns: 
------
 type_of_meal_plan, room_type_reserved, arrival_year, market_segment_type, booking_cancellation 
cat("Character columns: \n------\n", paste(categorized_features$character_cols, collapse = ", "),"\n")
Character columns: 
------
  

Let us get started with the modeling

# Let us check the class blance
prop.table(table(hotel_reservation_data$booking_cancellation))

       no       yes 
0.6723639 0.3276361 

From the above classes table we can surely say that the

# Let us bacup saiing a data
hotel_reservation_data_processed_bkup <- hotel_reservation_data
# Let us split the data into train and test
# We are using 90% train and 10% test
# We have over 30K reords
train_index <- createDataPartition(y = hotel_reservation_data$booking_cancellation, p = 0.9, list = FALSE)
hotel_reservation_data_train <- hotel_reservation_data[train_index, ]
hotel_reservation_data_test <- hotel_reservation_data[-train_index, ]
# Let us determiine the class weights
class_weights_values <- class_weight_determination_fn(output_var = hotel_reservation_data_train$booking_cancellation)
class_weights_vector <- ifelse(hotel_reservation_data_train$booking_cancellation == "yes", 
                               class_weights_values$weight_yes, class_weights_values$weight_no)

Before deep dive into sophisticated modeling techniques, let us perform some simple heuristic calculation (AKA: Heuristic Model) to understand the data

Why did we select this variable? Usually reservation is cancelled only if booked. (Your reaction : Obviously) There are several variables in that can affect the cancellation but from a receptionist / owner point of view if there is cancellation after several days it gets really frustrating. Hence this is feature to concentrate.

# To understand the possibility of the reservation getting cancelled
# We have to understand the nummber of days between the date of booking and the arrival date
plot(hotel_reservation_data_train$lead_time ~ hotel_reservation_data_train$booking_cancellation, 
     col="orange", 
     main = paste("Box Plot - lead_time vs. booking_cancellation", sep = ""),
     xlab = "Cancellation",
     ylab = "Lead Time",
     horizontal = TRUE)


# For "yes" category
summary_chk = summary(hotel_reservation_data_train[hotel_reservation_data_train$booking_cancellation == "yes", "lead_time"])

From the above graph we can understand that the if the lead time crosses 100 days, then there is huge possibility of the room reservation getting cancelled. Hence, we are going to use the median value to classfy the value.

Let us create becnh mark model by assessing the train data

# Let us create separate train and test data for bench marking model
hotel_reservation_data_train_BENCHMARK <- hotel_reservation_data_train
hotel_reservation_data_test_BENCHMARK <- hotel_reservation_data_test

# Let us perform our prediction (or say it a guess work... :D)
hotel_reservation_data_test_BENCHMARK <- hotel_reservation_data_test_BENCHMARK %>%  mutate(
  prediction = ifelse(hotel_reservation_data_test_BENCHMARK$lead_time >= summary_chk[["Median"]], "yes", "no"))
hotel_reservation_data_test_BENCHMARK$prediction <- factor(hotel_reservation_data_test_BENCHMARK$prediction)
# Evaluaition of Benchamrk model
auc_result <- auc(roc(as.numeric(hotel_reservation_data_test_BENCHMARK$booking_cancellation),
                      as.numeric(hotel_reservation_data_test_BENCHMARK$prediction)))
Setting levels: control = 1, case = 2
Setting direction: controls < cases
conf_mat <- confusionMatrix(hotel_reservation_data_test_BENCHMARK$prediction, 
                            hotel_reservation_data_test_BENCHMARK$booking_cancellation, 
                            positive = "yes", 
                            mode="everything")

auc_result
Area under the curve: 0.6732
conf_mat
Confusion Matrix and Statistics

          Reference
Prediction   no  yes
       no  2083  603
       yes  356  585
                                          
               Accuracy : 0.7356          
                 95% CI : (0.7209, 0.7499)
    No Information Rate : 0.6725          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.366           
                                          
 Mcnemar's Test P-Value : 1.962e-15       
                                          
            Sensitivity : 0.4924          
            Specificity : 0.8540          
         Pos Pred Value : 0.6217          
         Neg Pred Value : 0.7755          
              Precision : 0.6217          
                 Recall : 0.4924          
                     F1 : 0.5496          
             Prevalence : 0.3275          
         Detection Rate : 0.1613          
   Detection Prevalence : 0.2594          
      Balanced Accuracy : 0.6732          
                                          
       'Positive' Class : yes             
                                          

Modeling

 10^seq(-3, 3, length = 100)
  [1] 1.000000e-03 1.149757e-03 1.321941e-03 1.519911e-03 1.747528e-03 2.009233e-03 2.310130e-03 2.656088e-03 3.053856e-03
 [10] 3.511192e-03 4.037017e-03 4.641589e-03 5.336699e-03 6.135907e-03 7.054802e-03 8.111308e-03 9.326033e-03 1.072267e-02
 [19] 1.232847e-02 1.417474e-02 1.629751e-02 1.873817e-02 2.154435e-02 2.477076e-02 2.848036e-02 3.274549e-02 3.764936e-02
 [28] 4.328761e-02 4.977024e-02 5.722368e-02 6.579332e-02 7.564633e-02 8.697490e-02 1.000000e-01 1.149757e-01 1.321941e-01
 [37] 1.519911e-01 1.747528e-01 2.009233e-01 2.310130e-01 2.656088e-01 3.053856e-01 3.511192e-01 4.037017e-01 4.641589e-01
 [46] 5.336699e-01 6.135907e-01 7.054802e-01 8.111308e-01 9.326033e-01 1.072267e+00 1.232847e+00 1.417474e+00 1.629751e+00
 [55] 1.873817e+00 2.154435e+00 2.477076e+00 2.848036e+00 3.274549e+00 3.764936e+00 4.328761e+00 4.977024e+00 5.722368e+00
 [64] 6.579332e+00 7.564633e+00 8.697490e+00 1.000000e+01 1.149757e+01 1.321941e+01 1.519911e+01 1.747528e+01 2.009233e+01
 [73] 2.310130e+01 2.656088e+01 3.053856e+01 3.511192e+01 4.037017e+01 4.641589e+01 5.336699e+01 6.135907e+01 7.054802e+01
 [82] 8.111308e+01 9.326033e+01 1.072267e+02 1.232847e+02 1.417474e+02 1.629751e+02 1.873817e+02 2.154435e+02 2.477076e+02
 [91] 2.848036e+02 3.274549e+02 3.764936e+02 4.328761e+02 4.977024e+02 5.722368e+02 6.579332e+02 7.564633e+02 8.697490e+02
[100] 1.000000e+03
set.seed(1)
control_values <- trainControl(method = MODEL_CONTROL_METHOD, 
                               number = MODEL_K_FOLDS, 
                               classProbs = TRUE, 
                               summaryFunction = twoClassSummary, 
                               verboseIter = TRUE)
over_write_models
[1] FALSE
# 2nd MOdel MOdel - RF Model
# Descision tree is sensitive class imbalance
# Resusing the codes from the lectures
if(over_write_models) {
  start_time <- Sys.time()
  print("##########--------------------RANDOM FOREST--------------------##########")
  print("Running Model...")

set.seed(1)

# grid_rf <- expand.grid(mtry= c(2))
grid_rf <- expand.grid(mtry= c(2, 4, 8))

RANDOM_FOREST_MODEL <- train(  booking_cancellation ~.,
                               data = MODEL_TRAIN_DATA,
                               method = "rf",
                               weights = class_weights_vector,
                               metric = MODEL_METRIC,
                               trControl = control_values,
                               tuneGrid = grid_rf,
                               importance = TRUE,
                               verbose = TRUE)

print(RANDOM_FOREST_MODEL)

# Savig the model objects for future use
MODEL_NAME <- "RANDOM_FOREST_MODEL"; MODEL_LIST[[MODEL_NAME]] <- RANDOM_FOREST_MODEL;
saveRDS(MODEL_LIST[[MODEL_NAME]], file = paste(models_folder_path,"/", MODEL_NAME,"_MODEL.rds",sep = ""))

# End time
  end_time <- Sys.time()
  time_difference_minutes <- as.numeric(difftime(end_time, start_time, units = "mins"))
  print(time_difference_minutes)

}
var_importance_RFM
rf variable importance

  only 20 most important variables shown (out of 29)
# First model
if(over_write_models) {
  
  start_time <- Sys.time()
  print("##########--------------------GRADIENT BOOST--------------------##########")
  print("Running Model...")
  
  set.seed(1)
  # Automatice Tuning
  GRADIENT_BOOST_MODEL <- train(booking_cancellation ~ ., 
                                data = MODEL_TRAIN_DATA, 
                                method = "gbm", 
                                weights = class_weights_vector,
                                metric = MODEL_METRIC, 
                                trControl = control_values,
                                verbose = TRUE)
  print(GRADIENT_BOOST_MODEL)
  
  # Savig the model objects for future use
  MODEL_NAME <- "GRADIENT_BOOST_MODEL"; MODEL_LIST[[MODEL_NAME]] <- GRADIENT_BOOST_MODEL;
  saveRDS(MODEL_LIST[[MODEL_NAME]], file = paste(models_folder_path,"/", MODEL_NAME,"_MODEL.rds",sep = ""))
  
  
  # End time
  end_time <- Sys.time()
  time_difference_minutes <- as.numeric(difftime(end_time, start_time, units = "mins"))
  print(time_difference_minutes)
}
# Fourth Model
# Set seed - for reproducibility
if(over_write_models) {
  
  start_time <- Sys.time()
  print("##########--------------------SVM LINEAR--------------------##########")
  print("Running Model...")
set.seed(1)

# Define Train Control for SVM
train_control_SVM <- trainControl(method = MODEL_CONTROL_METHOD, 
                              number = MODEL_K_FOLDS, 
                              classProbs = TRUE, 
                              summaryFunction = twoClassSummary, 
                              preProc = c("center", "scale"),
                              verboseIter = TRUE)

# Set Up MOdel

grid_svm <- expand.grid(C = c(0.25, 0.5, 1))

SVM_LINEAR_MODEL <- train( booking_cancellation ~.,
                           data = MODEL_TRAIN_DATA,
                           method = "svmLinear",
                           weights = class_weights_vector,
                           metric = MODEL_METRIC,
                           trControl = train_control_SVM,
                           tuneGrid = grid_svm,
                           verboseIter = TRUE,
                           verbose = TRUE)

# print(SVM_LINEAR_MODEL)

# Savig the model objects for future use
  MODEL_NAME <- "SVM_LINEAR_MODEL"; MODEL_LIST[[MODEL_NAME]] <- SVM_LINEAR_MODEL;
  saveRDS(MODEL_LIST[[MODEL_NAME]], file = paste(models_folder_path,"/", MODEL_NAME,"_MODEL.rds",sep = ""))

# End time
  end_time <- Sys.time()
  time_difference_minutes <- as.numeric(difftime(end_time, start_time, units = "mins"))
  print(time_difference_minutes)
}
# Fourth Model - SVM RADIAL
# Set seed - for reproducibility
if(over_write_models) {
  
  start_time <- Sys.time()
  print("##########--------------------SVM RADIAL--------------------##########")
  print("Running Model...")
set.seed(1)

# Define Train Control for SVM
train_control_SVM <- trainControl(method = MODEL_CONTROL_METHOD, 
                              number = MODEL_K_FOLDS, 
                              classProbs = TRUE, 
                              summaryFunction = twoClassSummary, 
                              preProc = c("center", "scale"),
                              verboseIter = TRUE)

# Set Up MOdel - Auto Tuning
SVM_RADIAL_MODEL <- train( booking_cancellation ~.,
                           data = MODEL_TRAIN_DATA,
                           method = "svmRadial",
                           weights = class_weights_vector,
                           metric = MODEL_METRIC,
                           trControl = train_control_SVM,
                           verboseIter = TRUE,
                           verbose = TRUE)

# print(SVM_RADIAL_MODEL)

# Savig the model objects for future use
  MODEL_NAME <- "SVM_RADIAL_MODEL"; MODEL_LIST[[MODEL_NAME]] <- SVM_RADIAL_MODEL;
  saveRDS(MODEL_LIST[[MODEL_NAME]], file = paste(models_folder_path,"/", MODEL_NAME,"_MODEL.rds",sep = ""))

# End time
  end_time <- Sys.time()
  time_difference_minutes <- as.numeric(difftime(end_time, start_time, units = "mins"))
  print(time_difference_minutes)
}
# # Use this line if you are just loading Model Objects manually
MODEL_LIST <- list("LASSO_MODEL" = LASSO_MODEL 
                   ,"RANDOM_FOREST_MODEL" = RANDOM_FOREST_MODEL,
                   "GRADIENT_BOOST_MODEL" = GRADIENT_BOOST_MODEL,
                   "SVM_LINEAR_MODEL" = SVM_LINEAR_MODEL,
                   "SVM_RADIAL_MODEL" = SVM_RADIAL_MODEL
                   )
models_evaluation_data <- data.frame()
# Models Evaluation
for(model_select in names(MODEL_LIST)) {
  cat(paste("####-----",model_select,"-----####\n", sep = ""))
  model_eval_res <- (classification_evaluation_fn(model_selected_var = MODEL_LIST[[model_select]],
                                                       test_data_selected = MODEL_TEST_DATA,
                                                       focus_outcome = MODEL_DV_VAR))
  interim_data <- data.frame(
    Model_Name = model_select,
    AUC_Value = model_eval_res$AUC_Value,
    Accuracy = model_eval_res$Confusion_Matrix$overall[["Accuracy"]]
  )
  models_evaluation_data <- rbind(interim_data, models_evaluation_data)
  
    
}
####-----LASSO_MODEL-----####
####-----RANDOM_FOREST_MODEL-----####
####-----GRADIENT_BOOST_MODEL-----####
####-----SVM_LINEAR_MODEL-----####
####-----SVM_RADIAL_MODEL-----####
models_evaluation_data <- models_evaluation_data %>% arrange(desc(AUC_Value), desc(Accuracy))
# # Use this line if you are just loading Model Objects manually
MODEL_LIST_NEW <- list("LASSO_MODEL" = LASSO_MODEL 
                   ,"RANDOM_FOREST_MODEL" = RANDOM_FOREST_MODEL,
                   "GRADIENT_BOOST_MODEL" = GRADIENT_BOOST_MODEL,
                   "SVM_LINEAR_MODEL" = SVM_LINEAR_MODEL,
                   "SVM_RADIAL_MODEL" = SVM_RADIAL_MODEL
                   )
# Models Evaluation
for(model_select in names(MODEL_LIST_NEW)) {
  cat(paste("####-----",model_select,"-----####\n", sep = ""))
  print(classification_evaluation_fn(model_selected_var = MODEL_LIST[[model_select]],
                                                       test_data_selected = MODEL_TEST_DATA,
                                                       focus_outcome = MODEL_DV_VAR))
  
    
}
####-----LASSO_MODEL-----####
$AUC_Value
[1] 0.8671533

$Confusion_Matrix
Confusion Matrix and Statistics

          Reference
Prediction   no  yes
       no  1956  275
       yes  483  913
                                          
               Accuracy : 0.791           
                 95% CI : (0.7774, 0.8041)
    No Information Rate : 0.6725          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.546           
                                          
 Mcnemar's Test P-Value : 5.537e-14       
                                          
            Sensitivity : 0.7685          
            Specificity : 0.8020          
         Pos Pred Value : 0.6540          
         Neg Pred Value : 0.8767          
              Precision : 0.6540          
                 Recall : 0.7685          
                     F1 : 0.7067          
             Prevalence : 0.3275          
         Detection Rate : 0.2517          
   Detection Prevalence : 0.3849          
      Balanced Accuracy : 0.7852          
                                          
       'Positive' Class : yes             
                                          

####-----RANDOM_FOREST_MODEL-----####
$AUC_Value
[1] 0.9936841

$Confusion_Matrix
Confusion Matrix and Statistics

          Reference
Prediction   no  yes
       no  2427   47
       yes   12 1141
                                          
               Accuracy : 0.9837          
                 95% CI : (0.9791, 0.9876)
    No Information Rate : 0.6725          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.9628          
                                          
 Mcnemar's Test P-Value : 9.581e-06       
                                          
            Sensitivity : 0.9604          
            Specificity : 0.9951          
         Pos Pred Value : 0.9896          
         Neg Pred Value : 0.9810          
              Precision : 0.9896          
                 Recall : 0.9604          
                     F1 : 0.9748          
             Prevalence : 0.3275          
         Detection Rate : 0.3146          
   Detection Prevalence : 0.3179          
      Balanced Accuracy : 0.9778          
                                          
       'Positive' Class : yes             
                                          

####-----GRADIENT_BOOST_MODEL-----####
$AUC_Value
[1] 0.9173806

$Confusion_Matrix
Confusion Matrix and Statistics

          Reference
Prediction   no  yes
       no  2046  238
       yes  393  950
                                          
               Accuracy : 0.826           
                 95% CI : (0.8133, 0.8382)
    No Information Rate : 0.6725          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.6179          
                                          
 Mcnemar's Test P-Value : 8.752e-10       
                                          
            Sensitivity : 0.7997          
            Specificity : 0.8389          
         Pos Pred Value : 0.7074          
         Neg Pred Value : 0.8958          
              Precision : 0.7074          
                 Recall : 0.7997          
                     F1 : 0.7507          
             Prevalence : 0.3275          
         Detection Rate : 0.2619          
   Detection Prevalence : 0.3703          
      Balanced Accuracy : 0.8193          
                                          
       'Positive' Class : yes             
                                          

####-----SVM_LINEAR_MODEL-----####
$AUC_Value
[1] 0.8658339

$Confusion_Matrix
Confusion Matrix and Statistics

          Reference
Prediction   no  yes
       no  2193  451
       yes  246  737
                                          
               Accuracy : 0.8078          
                 95% CI : (0.7946, 0.8205)
    No Information Rate : 0.6725          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.5436          
                                          
 Mcnemar's Test P-Value : 1.101e-14       
                                          
            Sensitivity : 0.6204          
            Specificity : 0.8991          
         Pos Pred Value : 0.7497          
         Neg Pred Value : 0.8294          
              Precision : 0.7497          
                 Recall : 0.6204          
                     F1 : 0.6789          
             Prevalence : 0.3275          
         Detection Rate : 0.2032          
   Detection Prevalence : 0.2710          
      Balanced Accuracy : 0.7598          
                                          
       'Positive' Class : yes             
                                          

####-----SVM_RADIAL_MODEL-----####
$AUC_Value
[1] 0.9132474

$Confusion_Matrix
Confusion Matrix and Statistics

          Reference
Prediction   no  yes
       no  2250  349
       yes  189  839
                                          
               Accuracy : 0.8517          
                 95% CI : (0.8397, 0.8631)
    No Information Rate : 0.6725          
    P-Value [Acc > NIR] : < 2.2e-16       
                                          
                  Kappa : 0.6512          
                                          
 Mcnemar's Test P-Value : 7.132e-12       
                                          
            Sensitivity : 0.7062          
            Specificity : 0.9225          
         Pos Pred Value : 0.8161          
         Neg Pred Value : 0.8657          
              Precision : 0.8161          
                 Recall : 0.7062          
                     F1 : 0.7572          
             Prevalence : 0.3275          
         Detection Rate : 0.2313          
   Detection Prevalence : 0.2834          
      Balanced Accuracy : 0.8144          
                                          
       'Positive' Class : yes             
                                          

NN MOdeling

Let us construct the NN for this model

# Let us first perfrorm necessary transformation
# Let us first row bind both the train and test dataframe and do one hot encoding
# This 

hotel_reservation_data_train_bkup <- hotel_reservation_data_train
hotel_reservation_data_train_bkup$training_sample <- 1

hotel_reservation_data_test_bkup <- hotel_reservation_data_test
hotel_reservation_data_test_bkup$training_sample <- 0

# Concategnate the dataframes
hotel_reservation_data_combined_1 <- hotel_reservation_data_train_bkup %>% bind_rows(hotel_reservation_data_test_bkup)
rm(hotel_reservation_data_train_bkup, hotel_reservation_data_test_bkup)

# let usf first check the columns for one hot encoding
columns_for_one_hot_encoding <- categorize_features(hotel_reservation_data_combined_1)$factor_cols
columns_for_one_hot_encoding <- setdiff(columns_for_one_hot_encoding, MODEL_DV_VAR)

# Calling custom made one hot One HOt Enccoding 
hotel_reservation_data_combined_2 <- one_hot_encoding_fn(data_val = hotel_reservation_data_combined_1,
                                                         features_to_encode = columns_for_one_hot_encoding)

# Transforming the outcome variable
# Take care of this variable toawrds the end, when you are predicting the outcom based on the model
hotel_reservation_data_combined_2$booking_cancellation <- (
  as.numeric(hotel_reservation_data_combined_2$booking_cancellation) - 1)

# hotel_reservation_data_combined_2[[MODEL_DV_VAR]] <- ifelse(
#   hotel_reservation_data_combined_2[[MODEL_DV_VAR]] == "yes", TRUE, 
#   ifelse(hotel_reservation_data_combined_2[[MODEL_DV_VAR]] == "no", FALSE,
#          hotel_reservation_data_combined_2[[MODEL_DV_VAR]]))


# str(hotel_reservation_data_combined_2)
# Let us now break the newly updated data into train, test and train into train and validation
hotel_reservation_data_NN_train <- (hotel_reservation_data_combined_2 %>% 
                                      filter(training_sample == 1) %>% 
                                      select(-all_of("training_sample")))
hotel_reservation_data_NN_test <- (hotel_reservation_data_combined_2 %>% 
                                     filter(training_sample == 0) %>% 
                                     select(-all_of("training_sample")))

# Removing this column from the combined datasets
hotel_reservation_data_combined_3 <- hotel_reservation_data_combined_1
hotel_reservation_data_combined_2 <- hotel_reservation_data_combined_2 %>% select(-all_of("training_sample"))
hotel_reservation_data_combined_1 <- hotel_reservation_data_combined_1 %>% select(-all_of("training_sample"))
# Let us split the train data to train and validation data set
inTrainVal = createDataPartition(hotel_reservation_data_NN_train$booking_cancellation, p=0.9, list=FALSE) 
hotel_reservation_data_NN_train_val   = hotel_reservation_data_NN_train[-inTrainVal,]
hotel_reservation_data_NN_train_train = hotel_reservation_data_NN_train[inTrainVal,]
# Let us scale the numerical variables
numerical_cols_to_scale <- categorize_features(hotel_reservation_data_combined_1)$numeric_cols
# hotel_reservation_data_combined_1[, numerical_cols_to_scale]

data_train = hotel_reservation_data_NN_train_train
data_val = hotel_reservation_data_NN_train_val
data_test = hotel_reservation_data_NN_test

numerical_features = numerical_cols_to_scale

# Scaling the features
data_train <- data_train %>%  mutate_at(vars(numerical_features), as.numeric)

# Reusig code form the lectures
scaled_data_train <- scale(data_train[, numerical_features])

col_means_train <- attr(scaled_data_train, "scaled:center")
col_stddevs_train <- attr(scaled_data_train, "scaled:scale")

scaled_data_test <- scale(data_test[, numerical_features], center = col_means_train, scale = col_stddevs_train)

scaled_data_val <- scale(data_val[, numerical_features], center = col_means_train, scale = col_stddevs_train)

# Re arragning the features in all the datasets
# Using the train scaling feauters to avoid data leakage
data_train <- cbind(scaled_data_train, data_train[, !(colnames(data_train) %in% numerical_features)])
data_test <- cbind(scaled_data_test, data_test[, !(colnames(data_test) %in% numerical_features)])
data_val <- cbind(scaled_data_val, data_val[, !(colnames(data_val) %in% numerical_features)])

# Returing the data
# Will construct this into a function in fututre project
hotel_reservation_data_NN_train_train = data_train
hotel_reservation_data_NN_train_val = data_val
hotel_reservation_data_NN_test = data_test
# Dissecting the IDVs and DVs
train_IDV <- as.matrix(hotel_reservation_data_NN_train_train %>% select(-one_of(c(MODEL_DV_VAR))))
train_DV <- (hotel_reservation_data_NN_train_train[, MODEL_DV_VAR])

test_IDV <- as.matrix(hotel_reservation_data_NN_test %>% select(-one_of(c(MODEL_DV_VAR))))
test_DV <- as.matrix(hotel_reservation_data_NN_test[, MODEL_DV_VAR])

val_IDV <- as.matrix(hotel_reservation_data_NN_train_val %>% select(-one_of(c(MODEL_DV_VAR))))
val_DV <- hotel_reservation_data_NN_train_val[, MODEL_DV_VAR]

Let us create a simple model first and move on to construcutig tuned model, without the class weights and understand the model

print(cross_table)
             Predicted_Labels
Actual_Labels    0
            0 2439
            1 1188

The above model does not seem to satify our expectations, so let us contruct a better neural network model.

# Performing multiple TF runs
# Just using small values
# Running it on my local machine
tuning_path = "D:/UIS/Studies/Semester4/CSC532/Assignments/ML_Final_Project/ml_final_project/code_base/final_project_tuning.R"
nodes_list = c(64, 128, 256, 392, 512)
learning_rates_list = c(0.01, 0.05, 0.001, 0.005)
batch_size_list = c(16, 32, 64, 128)
activations_list = c( "sigmoid",  "relu", "tanh")
sample_perc = 0.03

# Performing tUNED NN
runs <- tuning_run(tuning_path,
                   flags = list(
                     nodes = nodes_list,
                     learning_rate = learning_rates_list,
                     batch_size = batch_size_list,
                     activation = activations_list
                     ),
                   sample = sample_perc)
240 total combinations of flags 
(sampled to 8 combinations)
y
Training run 1/8 (flags = list(256, 0.05, 128, "sigmoid")) 
Using run directory runs/2024-05-03T23-59-00Z

> ###-----HYPER PARAMETER TUNING-----###
> # Reusing code chunks from the lecture notes
> 
> # Setting up data sets
> data_dict <- list(
+   "train_id ..." ... [TRUNCATED] 

> # Setting up the flaGs
> FLAGS <- flags(
+   flag_numeric("nodes", 512),
+   flag_numeric("batch_size", 32),
+   flag_string("activation", "sigmoid" .... [TRUNCATED] 

> # # We are not implementing Early Stopping as it can cause over fitting
> # # Implementing Early Stopping
> # callbacks <- list(callback_early_stopp .... [TRUNCATED] 

> tuning_model %>%
+   layer_dense(units = FLAGS$nodes, activation = FLAGS$activation, input_shape = dim(data_dict$train_idv)[2]) %>%
+   layer_dropou .... [TRUNCATED] 

> tuning_model %>% compile(optimizer = optimizer_adam(learning_rate = FLAGS$learning_rate),
+                          loss = 'binary_crossentropy',
+ .... [TRUNCATED] 

> tuning_model %>% fit(data_dict$train_idv,
+                      data_dict$train_dv,
+                      batch_size = FLAGS$batch_size,
+         .... [TRUNCATED] 
Epoch 1/30

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0134s vs `on_train_batch_end` time: 0.0492s). Check your callbacks.

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230/230 [==============================] - 5s 9ms/step - loss: 0.7817 - accuracy: 0.5048

230/230 [==============================] - 6s 15ms/step - loss: 0.7817 - accuracy: 0.5048 - val_loss: 0.7407 - val_accuracy: 0.3284
Epoch 2/30

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230/230 [==============================] - 2s 10ms/step - loss: 0.7189 - accuracy: 0.4954

230/230 [==============================] - 2s 11ms/step - loss: 0.7189 - accuracy: 0.4954 - val_loss: 0.6628 - val_accuracy: 0.6716
Epoch 3/30

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230/230 [==============================] - 3s 12ms/step - loss: 0.7181 - accuracy: 0.4989 - val_loss: 0.7823 - val_accuracy: 0.3284
Epoch 4/30

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230/230 [==============================] - 4s 16ms/step - loss: 0.7235 - accuracy: 0.4993 - val_loss: 0.7924 - val_accuracy: 0.3284
Epoch 5/30

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230/230 [==============================] - 3s 12ms/step - loss: 0.7226 - accuracy: 0.5000 - val_loss: 0.7714 - val_accuracy: 0.3284
Epoch 6/30

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230/230 [==============================] - 3s 11ms/step - loss: 0.7179 - accuracy: 0.5077

230/230 [==============================] - 3s 12ms/step - loss: 0.7179 - accuracy: 0.5077 - val_loss: 0.6700 - val_accuracy: 0.6716
Epoch 7/30

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230/230 [==============================] - 3s 7ms/step - loss: 0.7343 - accuracy: 0.4984

230/230 [==============================] - 3s 8ms/step - loss: 0.7343 - accuracy: 0.4984 - val_loss: 0.8072 - val_accuracy: 0.3284
Epoch 8/30

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230/230 [==============================] - 3s 11ms/step - loss: 0.7247 - accuracy: 0.4972

230/230 [==============================] - 3s 15ms/step - loss: 0.7247 - accuracy: 0.4972 - val_loss: 0.7125 - val_accuracy: 0.3284
Epoch 9/30

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230/230 [==============================] - 3s 11ms/step - loss: 0.7326 - accuracy: 0.5055

230/230 [==============================] - 3s 12ms/step - loss: 0.7326 - accuracy: 0.5055 - val_loss: 0.7325 - val_accuracy: 0.3284
Epoch 10/30

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230/230 [==============================] - 3s 12ms/step - loss: 0.7240 - accuracy: 0.5020

230/230 [==============================] - 3s 13ms/step - loss: 0.7240 - accuracy: 0.5020 - val_loss: 0.6418 - val_accuracy: 0.6716
Epoch 11/30

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230/230 [==============================] - 3s 12ms/step - loss: 0.7262 - accuracy: 0.4982

230/230 [==============================] - 3s 13ms/step - loss: 0.7262 - accuracy: 0.4982 - val_loss: 0.6739 - val_accuracy: 0.6716
Epoch 12/30

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230/230 [==============================] - 3s 12ms/step - loss: 0.7193 - accuracy: 0.5010

230/230 [==============================] - 3s 13ms/step - loss: 0.7193 - accuracy: 0.5010 - val_loss: 0.7631 - val_accuracy: 0.3284
Epoch 13/30

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230/230 [==============================] - 3s 12ms/step - loss: 0.7191 - accuracy: 0.5001 - val_loss: 0.7868 - val_accuracy: 0.3284
Epoch 14/30

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230/230 [==============================] - 3s 11ms/step - loss: 0.7259 - accuracy: 0.4972

230/230 [==============================] - 3s 13ms/step - loss: 0.7259 - accuracy: 0.4972 - val_loss: 0.6882 - val_accuracy: 0.6716
Epoch 15/30

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230/230 [==============================] - 2s 11ms/step - loss: 0.7231 - accuracy: 0.4997

230/230 [==============================] - 3s 12ms/step - loss: 0.7231 - accuracy: 0.4997 - val_loss: 0.6336 - val_accuracy: 0.6716
Epoch 16/30

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230/230 [==============================] - 3s 11ms/step - loss: 0.7205 - accuracy: 0.5009

230/230 [==============================] - 3s 13ms/step - loss: 0.7205 - accuracy: 0.5009 - val_loss: 0.7279 - val_accuracy: 0.3284
Epoch 17/30

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230/230 [==============================] - 3s 11ms/step - loss: 0.7311 - accuracy: 0.5029

230/230 [==============================] - 3s 13ms/step - loss: 0.7311 - accuracy: 0.5029 - val_loss: 0.7466 - val_accuracy: 0.3284
Epoch 18/30

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230/230 [==============================] - 3s 12ms/step - loss: 0.7254 - accuracy: 0.4957 - val_loss: 0.6465 - val_accuracy: 0.6716
Epoch 19/30

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230/230 [==============================] - 3s 13ms/step - loss: 0.7253 - accuracy: 0.4999 - val_loss: 0.6331 - val_accuracy: 0.6716
Epoch 20/30

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230/230 [==============================] - 3s 11ms/step - loss: 0.7262 - accuracy: 0.5024

230/230 [==============================] - 3s 13ms/step - loss: 0.7262 - accuracy: 0.5024 - val_loss: 0.6342 - val_accuracy: 0.6716
Epoch 21/30

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230/230 [==============================] - 2s 11ms/step - loss: 0.7198 - accuracy: 0.4995

230/230 [==============================] - 3s 12ms/step - loss: 0.7198 - accuracy: 0.4995 - val_loss: 0.9032 - val_accuracy: 0.3284
Epoch 22/30

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230/230 [==============================] - 2s 11ms/step - loss: 0.7221 - accuracy: 0.4989

230/230 [==============================] - 3s 12ms/step - loss: 0.7221 - accuracy: 0.4989 - val_loss: 0.6531 - val_accuracy: 0.6716
Epoch 23/30

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230/230 [==============================] - 3s 11ms/step - loss: 0.7275 - accuracy: 0.4993

230/230 [==============================] - 3s 13ms/step - loss: 0.7275 - accuracy: 0.4993 - val_loss: 0.8131 - val_accuracy: 0.3284
Epoch 24/30

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230/230 [==============================] - 3s 11ms/step - loss: 0.7253 - accuracy: 0.4990

230/230 [==============================] - 3s 13ms/step - loss: 0.7253 - accuracy: 0.4990 - val_loss: 0.6973 - val_accuracy: 0.3284
Epoch 25/30

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230/230 [==============================] - 3s 13ms/step - loss: 0.7284 - accuracy: 0.4930

230/230 [==============================] - 3s 14ms/step - loss: 0.7284 - accuracy: 0.4930 - val_loss: 0.7077 - val_accuracy: 0.3284
Epoch 26/30

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230/230 [==============================] - 3s 11ms/step - loss: 0.7245 - accuracy: 0.5036

230/230 [==============================] - 3s 13ms/step - loss: 0.7245 - accuracy: 0.5036 - val_loss: 0.6694 - val_accuracy: 0.6716
Epoch 27/30

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230/230 [==============================] - 3s 11ms/step - loss: 0.7217 - accuracy: 0.5026

230/230 [==============================] - 3s 12ms/step - loss: 0.7217 - accuracy: 0.5026 - val_loss: 0.6337 - val_accuracy: 0.6716
Epoch 28/30

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230/230 [==============================] - 3s 14ms/step - loss: 0.7281 - accuracy: 0.4966 - val_loss: 0.6784 - val_accuracy: 0.6716
Epoch 29/30

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230/230 [==============================] - 4s 16ms/step - loss: 0.7261 - accuracy: 0.4955 - val_loss: 0.6885 - val_accuracy: 0.6716
Epoch 30/30

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230/230 [==============================] - 3s 13ms/step - loss: 0.7154 - accuracy: 0.5000 - val_loss: 0.6465 - val_accuracy: 0.6716

Run completed: runs/2024-05-03T23-59-00Z

Training run 2/8 (flags = list(128, 0.05, 16, "tanh")) 
Using run directory runs/2024-05-04T00-00-40Z

> ###-----HYPER PARAMETER TUNING-----###
> # Reusing code chunks from the lecture notes
> 
> # Setting up data sets
> data_dict <- list(
+   "train_id ..." ... [TRUNCATED] 

> # Setting up the flaGs
> FLAGS <- flags(
+   flag_numeric("nodes", 512),
+   flag_numeric("batch_size", 32),
+   flag_string("activation", "sigmoid" .... [TRUNCATED] 

> # # We are not implementing Early Stopping as it can cause over fitting
> # # Implementing Early Stopping
> # callbacks <- list(callback_early_stopp .... [TRUNCATED] 

> tuning_model %>%
+   layer_dense(units = FLAGS$nodes, activation = FLAGS$activation, input_shape = dim(data_dict$train_idv)[2]) %>%
+   layer_dropou .... [TRUNCATED] 

> tuning_model %>% compile(optimizer = optimizer_adam(learning_rate = FLAGS$learning_rate),
+                          loss = 'binary_crossentropy',
+ .... [TRUNCATED] 

> tuning_model %>% fit(data_dict$train_idv,
+                      data_dict$train_dv,
+                      batch_size = FLAGS$batch_size,
+         .... [TRUNCATED] 
Epoch 1/30

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0027s vs `on_train_batch_end` time: 0.0256s). Check your callbacks.

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1837/1837 [==============================] - 9s 4ms/step - loss: 7.6881 - accuracy: 0.6708 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 2/30

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1837/1837 [==============================] - 7s 3ms/step - loss: 7.6920 - accuracy: 0.6718

1837/1837 [==============================] - 8s 4ms/step - loss: 7.6920 - accuracy: 0.6718 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 3/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 7.6997 - accuracy: 0.6712

1837/1837 [==============================] - 7s 4ms/step - loss: 7.6997 - accuracy: 0.6712 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 4/30

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1837/1837 [==============================] - 8s 4ms/step - loss: 7.6961 - accuracy: 0.6706

1837/1837 [==============================] - 8s 5ms/step - loss: 7.6961 - accuracy: 0.6706 - val_loss: 5.0707 - val_accuracy: 0.6713
Epoch 5/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.6991 - accuracy: 0.6710

1837/1837 [==============================] - 7s 4ms/step - loss: 7.6991 - accuracy: 0.6710 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 6/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.6843 - accuracy: 0.6716

1837/1837 [==============================] - 7s 4ms/step - loss: 7.6843 - accuracy: 0.6716 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 7/30

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1837/1837 [==============================] - 8s 4ms/step - loss: 7.6791 - accuracy: 0.6688

1837/1837 [==============================] - 8s 4ms/step - loss: 7.6791 - accuracy: 0.6688 - val_loss: 5.1250 - val_accuracy: 0.6673
Epoch 8/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7284 - accuracy: 0.6694

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7284 - accuracy: 0.6694 - val_loss: 5.0801 - val_accuracy: 0.6706
Epoch 9/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.6961 - accuracy: 0.6719

1837/1837 [==============================] - 7s 4ms/step - loss: 7.6961 - accuracy: 0.6719 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 10/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7020 - accuracy: 0.6718

1837/1837 [==============================] - 8s 4ms/step - loss: 7.7020 - accuracy: 0.6718 - val_loss: 5.0707 - val_accuracy: 0.6713
Epoch 11/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7053 - accuracy: 0.6718

1837/1837 [==============================] - 8s 4ms/step - loss: 7.7053 - accuracy: 0.6718 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 12/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7120 - accuracy: 0.6717

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7120 - accuracy: 0.6717 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 13/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7177 - accuracy: 0.6714

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7177 - accuracy: 0.6714 - val_loss: 5.0707 - val_accuracy: 0.6713
Epoch 14/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 7.7099 - accuracy: 0.6719

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7099 - accuracy: 0.6719 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 15/30

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1837/1837 [==============================] - 6s 4ms/step - loss: 7.7150 - accuracy: 0.6717

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7150 - accuracy: 0.6717 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 16/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 7.6908 - accuracy: 0.6725

1837/1837 [==============================] - 7s 4ms/step - loss: 7.6908 - accuracy: 0.6725 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 17/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7019 - accuracy: 0.6722

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7019 - accuracy: 0.6722 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 18/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7034 - accuracy: 0.6725

1837/1837 [==============================] - 8s 4ms/step - loss: 7.7034 - accuracy: 0.6725 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 19/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7092 - accuracy: 0.6722

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7092 - accuracy: 0.6722 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 20/30

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1837/1837 [==============================] - 8s 4ms/step - loss: 7.6924 - accuracy: 0.6724

1837/1837 [==============================] - 9s 5ms/step - loss: 7.6924 - accuracy: 0.6724 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 21/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7139 - accuracy: 0.6718

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7139 - accuracy: 0.6718 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 22/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7129 - accuracy: 0.6719

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7129 - accuracy: 0.6719 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 23/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 7.7146 - accuracy: 0.6717

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7146 - accuracy: 0.6717 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 24/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 7.7080 - accuracy: 0.6722

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7080 - accuracy: 0.6722 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 25/30

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1837/1837 [==============================] - 8s 4ms/step - loss: 7.7098 - accuracy: 0.6722

1837/1837 [==============================] - 8s 4ms/step - loss: 7.7098 - accuracy: 0.6722 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 26/30

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1837/1837 [==============================] - 6s 4ms/step - loss: 7.7043 - accuracy: 0.6721

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7043 - accuracy: 0.6721 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 27/30

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1837/1837 [==============================] - 6s 4ms/step - loss: 7.7059 - accuracy: 0.6719

1837/1837 [==============================] - 7s 4ms/step - loss: 7.7059 - accuracy: 0.6719 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 28/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7118 - accuracy: 0.6718

1837/1837 [==============================] - 8s 4ms/step - loss: 7.7118 - accuracy: 0.6718 - val_loss: 5.0707 - val_accuracy: 0.6713
Epoch 29/30

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1837/1837 [==============================] - 8s 4ms/step - loss: 7.7113 - accuracy: 0.6720 - val_loss: 5.0754 - val_accuracy: 0.6710
Epoch 30/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 7.7162 - accuracy: 0.6717 - val_loss: 5.0660 - val_accuracy: 0.6716

Run completed: runs/2024-05-04T00-00-40Z

Training run 3/8 (flags = list(392, 0.05, 64, "relu")) 
Using run directory runs/2024-05-04T00-04-29Z

> ###-----HYPER PARAMETER TUNING-----###
> # Reusing code chunks from the lecture notes
> 
> # Setting up data sets
> data_dict <- list(
+   "train_id ..." ... [TRUNCATED] 

> # Setting up the flaGs
> FLAGS <- flags(
+   flag_numeric("nodes", 512),
+   flag_numeric("batch_size", 32),
+   flag_string("activation", "sigmoid" .... [TRUNCATED] 

> # # We are not implementing Early Stopping as it can cause over fitting
> # # Implementing Early Stopping
> # callbacks <- list(callback_early_stopp .... [TRUNCATED] 

> tuning_model %>%
+   layer_dense(units = FLAGS$nodes, activation = FLAGS$activation, input_shape = dim(data_dict$train_idv)[2]) %>%
+   layer_dropou .... [TRUNCATED] 

> tuning_model %>% compile(optimizer = optimizer_adam(learning_rate = FLAGS$learning_rate),
+                          loss = 'binary_crossentropy',
+ .... [TRUNCATED] 

> tuning_model %>% fit(data_dict$train_idv,
+                      data_dict$train_dv,
+                      batch_size = FLAGS$batch_size,
+         .... [TRUNCATED] 
Epoch 1/30

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0053s vs `on_train_batch_end` time: 0.0255s). Check your callbacks.

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460/460 [==============================] - 7s 12ms/step - loss: 7.6189 - accuracy: 0.3281 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 2/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 3/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 4/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 5/30

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460/460 [==============================] - 5s 10ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 6/30

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460/460 [==============================] - 5s 10ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 7/30

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460/460 [==============================] - 5s 10ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 8/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 9/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 10/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 11/30

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460/460 [==============================] - 5s 10ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 12/30

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460/460 [==============================] - 6s 12ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 13/30

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460/460 [==============================] - 5s 10ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 14/30

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460/460 [==============================] - 6s 13ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 15/30

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460/460 [==============================] - 5s 12ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 16/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 17/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 18/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 19/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 20/30

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460/460 [==============================] - 5s 10ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 21/30

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460/460 [==============================] - 5s 10ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 22/30

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460/460 [==============================] - 6s 12ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 23/30

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460/460 [==============================] - 5s 10ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 24/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 25/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 26/30

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460/460 [==============================] - 5s 10ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 27/30

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460/460 [==============================] - 5s 10ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 28/30

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460/460 [==============================] - 5s 10ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 29/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284
Epoch 30/30

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460/460 [==============================] - 5s 11ms/step - loss: 7.6256 - accuracy: 0.3276 - val_loss: 10.2409 - val_accuracy: 0.3284

Run completed: runs/2024-05-04T00-04-29Z

Training run 4/8 (flags = list(128, 0.01, 16, "tanh")) 
Using run directory runs/2024-05-04T00-07-04Z

> ###-----HYPER PARAMETER TUNING-----###
> # Reusing code chunks from the lecture notes
> 
> # Setting up data sets
> data_dict <- list(
+   "train_id ..." ... [TRUNCATED] 

> # Setting up the flaGs
> FLAGS <- flags(
+   flag_numeric("nodes", 512),
+   flag_numeric("batch_size", 32),
+   flag_string("activation", "sigmoid" .... [TRUNCATED] 

> # # We are not implementing Early Stopping as it can cause over fitting
> # # Implementing Early Stopping
> # callbacks <- list(callback_early_stopp .... [TRUNCATED] 

> tuning_model %>%
+   layer_dense(units = FLAGS$nodes, activation = FLAGS$activation, input_shape = dim(data_dict$train_idv)[2]) %>%
+   layer_dropou .... [TRUNCATED] 

> tuning_model %>% compile(optimizer = optimizer_adam(learning_rate = FLAGS$learning_rate),
+                          loss = 'binary_crossentropy',
+ .... [TRUNCATED] 

> tuning_model %>% fit(data_dict$train_idv,
+                      data_dict$train_dv,
+                      batch_size = FLAGS$batch_size,
+         .... [TRUNCATED] 
Epoch 1/30

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0043s vs `on_train_batch_end` time: 0.0189s). Check your callbacks.

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1837/1837 [==============================] - 7s 3ms/step - loss: 4.0997 - accuracy: 0.7257

1837/1837 [==============================] - 9s 4ms/step - loss: 4.0997 - accuracy: 0.7257 - val_loss: 3.2776 - val_accuracy: 0.7708
Epoch 2/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 4.5611 - accuracy: 0.7270

1837/1837 [==============================] - 7s 4ms/step - loss: 4.5611 - accuracy: 0.7270 - val_loss: 2.9714 - val_accuracy: 0.7831
Epoch 3/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 4.7224 - accuracy: 0.7393

1837/1837 [==============================] - 7s 4ms/step - loss: 4.7224 - accuracy: 0.7393 - val_loss: 2.9002 - val_accuracy: 0.7895
Epoch 4/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 5.1392 - accuracy: 0.7403

1837/1837 [==============================] - 7s 4ms/step - loss: 5.1392 - accuracy: 0.7403 - val_loss: 2.9118 - val_accuracy: 0.7858
Epoch 5/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 5.4295 - accuracy: 0.7306

1837/1837 [==============================] - 7s 4ms/step - loss: 5.4295 - accuracy: 0.7306 - val_loss: 2.7401 - val_accuracy: 0.7871
Epoch 6/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 5.1728 - accuracy: 0.7279

1837/1837 [==============================] - 7s 4ms/step - loss: 5.1728 - accuracy: 0.7279 - val_loss: 3.3215 - val_accuracy: 0.7702
Epoch 7/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 5.2327 - accuracy: 0.7338

1837/1837 [==============================] - 7s 4ms/step - loss: 5.2327 - accuracy: 0.7338 - val_loss: 3.6218 - val_accuracy: 0.7509
Epoch 8/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 4.8447 - accuracy: 0.7254

1837/1837 [==============================] - 7s 4ms/step - loss: 4.8447 - accuracy: 0.7254 - val_loss: 3.5946 - val_accuracy: 0.7586
Epoch 9/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 5.3109 - accuracy: 0.7322

1837/1837 [==============================] - 7s 4ms/step - loss: 5.3109 - accuracy: 0.7322 - val_loss: 3.4264 - val_accuracy: 0.7635
Epoch 10/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 5.4815 - accuracy: 0.7349 - val_loss: 3.8352 - val_accuracy: 0.7402
Epoch 11/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 6.0153 - accuracy: 0.7207

1837/1837 [==============================] - 7s 4ms/step - loss: 6.0153 - accuracy: 0.7207 - val_loss: 4.6354 - val_accuracy: 0.6976
Epoch 12/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 5.5841 - accuracy: 0.7369

1837/1837 [==============================] - 7s 4ms/step - loss: 5.5841 - accuracy: 0.7369 - val_loss: 3.5155 - val_accuracy: 0.7619
Epoch 13/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 5.2857 - accuracy: 0.7354

1837/1837 [==============================] - 7s 4ms/step - loss: 5.2857 - accuracy: 0.7354 - val_loss: 3.9725 - val_accuracy: 0.7387
Epoch 14/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 5.7395 - accuracy: 0.7337

1837/1837 [==============================] - 7s 4ms/step - loss: 5.7395 - accuracy: 0.7337 - val_loss: 4.6826 - val_accuracy: 0.6952
Epoch 15/30

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1837/1837 [==============================] - 6s 4ms/step - loss: 5.7360 - accuracy: 0.7179

1837/1837 [==============================] - 7s 4ms/step - loss: 5.7360 - accuracy: 0.7179 - val_loss: 4.3257 - val_accuracy: 0.7172
Epoch 16/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 5.6313 - accuracy: 0.7357

1837/1837 [==============================] - 7s 4ms/step - loss: 5.6313 - accuracy: 0.7357 - val_loss: 3.1655 - val_accuracy: 0.7849
Epoch 17/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 5.2658 - accuracy: 0.7446 - val_loss: 4.4250 - val_accuracy: 0.7117
Epoch 18/30

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1837/1837 [==============================] - 6s 4ms/step - loss: 5.2544 - accuracy: 0.7393

1837/1837 [==============================] - 7s 4ms/step - loss: 5.2544 - accuracy: 0.7393 - val_loss: 3.8340 - val_accuracy: 0.7442
Epoch 19/30

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1837/1837 [==============================] - 6s 3ms/step - loss: 5.7947 - accuracy: 0.7342

1837/1837 [==============================] - 7s 4ms/step - loss: 5.7947 - accuracy: 0.7342 - val_loss: 3.8237 - val_accuracy: 0.7475
Epoch 20/30

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1837/1837 [==============================] - 8s 4ms/step - loss: 5.6068 - accuracy: 0.7383

1837/1837 [==============================] - 9s 5ms/step - loss: 5.6068 - accuracy: 0.7383 - val_loss: 4.3316 - val_accuracy: 0.7154
Epoch 21/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 5.4213 - accuracy: 0.7378

1837/1837 [==============================] - 7s 4ms/step - loss: 5.4213 - accuracy: 0.7378 - val_loss: 3.9858 - val_accuracy: 0.7396
Epoch 22/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 5.6197 - accuracy: 0.7386 - val_loss: 4.1078 - val_accuracy: 0.7270
Epoch 23/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 5.4946 - accuracy: 0.7304

1837/1837 [==============================] - 7s 4ms/step - loss: 5.4946 - accuracy: 0.7304 - val_loss: 4.2483 - val_accuracy: 0.7227
Epoch 24/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 5.8475 - accuracy: 0.7236

1837/1837 [==============================] - 7s 4ms/step - loss: 5.8475 - accuracy: 0.7236 - val_loss: 4.7349 - val_accuracy: 0.6927
Epoch 25/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 6.2044 - accuracy: 0.7134 - val_loss: 4.4434 - val_accuracy: 0.7105
Epoch 26/30

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1837/1837 [==============================] - 6s 4ms/step - loss: 6.1267 - accuracy: 0.7165

1837/1837 [==============================] - 7s 4ms/step - loss: 6.1267 - accuracy: 0.7165 - val_loss: 4.3650 - val_accuracy: 0.7148
Epoch 27/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 6.3411 - accuracy: 0.7145

1837/1837 [==============================] - 7s 4ms/step - loss: 6.3411 - accuracy: 0.7145 - val_loss: 4.6910 - val_accuracy: 0.6952
Epoch 28/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 6.1261 - accuracy: 0.7203

1837/1837 [==============================] - 7s 4ms/step - loss: 6.1261 - accuracy: 0.7203 - val_loss: 4.3106 - val_accuracy: 0.7178
Epoch 29/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 5.8591 - accuracy: 0.7138

1837/1837 [==============================] - 7s 4ms/step - loss: 5.8591 - accuracy: 0.7138 - val_loss: 4.0193 - val_accuracy: 0.7368
Epoch 30/30

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1837/1837 [==============================] - 7s 4ms/step - loss: 6.2246 - accuracy: 0.7202 - val_loss: 4.2131 - val_accuracy: 0.7252

Run completed: runs/2024-05-04T00-07-04Z

Training run 5/8 (flags = list(512, 0.001, 64, "tanh")) 
Using run directory runs/2024-05-04T00-10-43Z

> ###-----HYPER PARAMETER TUNING-----###
> # Reusing code chunks from the lecture notes
> 
> # Setting up data sets
> data_dict <- list(
+   "train_id ..." ... [TRUNCATED] 

> # Setting up the flaGs
> FLAGS <- flags(
+   flag_numeric("nodes", 512),
+   flag_numeric("batch_size", 32),
+   flag_string("activation", "sigmoid" .... [TRUNCATED] 

> # # We are not implementing Early Stopping as it can cause over fitting
> # # Implementing Early Stopping
> # callbacks <- list(callback_early_stopp .... [TRUNCATED] 

> tuning_model %>%
+   layer_dense(units = FLAGS$nodes, activation = FLAGS$activation, input_shape = dim(data_dict$train_idv)[2]) %>%
+   layer_dropou .... [TRUNCATED] 

> tuning_model %>% compile(optimizer = optimizer_adam(learning_rate = FLAGS$learning_rate),
+                          loss = 'binary_crossentropy',
+ .... [TRUNCATED] 

> tuning_model %>% fit(data_dict$train_idv,
+                      data_dict$train_dv,
+                      batch_size = FLAGS$batch_size,
+         .... [TRUNCATED] 
Epoch 1/30

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0226s vs `on_train_batch_end` time: 0.0384s). Check your callbacks.

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460/460 [==============================] - 11s 21ms/step - loss: 2.7956 - accuracy: 0.7334 - val_loss: 1.7182 - val_accuracy: 0.7981
Epoch 2/30

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460/460 [==============================] - 9s 17ms/step - loss: 2.3540 - accuracy: 0.7047

460/460 [==============================] - 9s 18ms/step - loss: 2.3540 - accuracy: 0.7047 - val_loss: 1.9667 - val_accuracy: 0.6259
Epoch 3/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.8576 - accuracy: 0.6968

460/460 [==============================] - 9s 21ms/step - loss: 1.8576 - accuracy: 0.6968 - val_loss: 1.0186 - val_accuracy: 0.7733
Epoch 4/30

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460/460 [==============================] - 9s 20ms/step - loss: 1.7463 - accuracy: 0.6755

460/460 [==============================] - 9s 21ms/step - loss: 1.7463 - accuracy: 0.6755 - val_loss: 1.0250 - val_accuracy: 0.7558
Epoch 5/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.9281 - accuracy: 0.6659

460/460 [==============================] - 9s 20ms/step - loss: 1.9281 - accuracy: 0.6659 - val_loss: 1.1611 - val_accuracy: 0.7053
Epoch 6/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.7204 - accuracy: 0.6872

460/460 [==============================] - 9s 20ms/step - loss: 1.7204 - accuracy: 0.6872 - val_loss: 1.1789 - val_accuracy: 0.7779
Epoch 7/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.9270 - accuracy: 0.7108

460/460 [==============================] - 9s 20ms/step - loss: 1.9270 - accuracy: 0.7108 - val_loss: 0.9552 - val_accuracy: 0.7209
Epoch 8/30

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460/460 [==============================] - 8s 16ms/step - loss: 1.6026 - accuracy: 0.7001

460/460 [==============================] - 9s 18ms/step - loss: 1.6026 - accuracy: 0.7001 - val_loss: 1.0024 - val_accuracy: 0.6998
Epoch 9/30

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460/460 [==============================] - 8s 18ms/step - loss: 1.5563 - accuracy: 0.6986

460/460 [==============================] - 9s 19ms/step - loss: 1.5563 - accuracy: 0.6986 - val_loss: 1.1999 - val_accuracy: 0.6434
Epoch 10/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.5862 - accuracy: 0.6532

460/460 [==============================] - 9s 20ms/step - loss: 1.5862 - accuracy: 0.6532 - val_loss: 1.3108 - val_accuracy: 0.6262
Epoch 11/30

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460/460 [==============================] - 9s 20ms/step - loss: 1.6517 - accuracy: 0.6670

460/460 [==============================] - 9s 21ms/step - loss: 1.6517 - accuracy: 0.6670 - val_loss: 1.0131 - val_accuracy: 0.7387
Epoch 12/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.5751 - accuracy: 0.6985

460/460 [==============================] - 9s 20ms/step - loss: 1.5751 - accuracy: 0.6985 - val_loss: 0.9428 - val_accuracy: 0.7019
Epoch 13/30

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460/460 [==============================] - 9s 21ms/step - loss: 1.4863 - accuracy: 0.6460

460/460 [==============================] - 10s 22ms/step - loss: 1.4863 - accuracy: 0.6460 - val_loss: 0.8884 - val_accuracy: 0.6170
Epoch 14/30

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460/460 [==============================] - 9s 18ms/step - loss: 1.3507 - accuracy: 0.6773

460/460 [==============================] - 9s 19ms/step - loss: 1.3507 - accuracy: 0.6773 - val_loss: 0.8932 - val_accuracy: 0.7289
Epoch 15/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.3760 - accuracy: 0.6702

460/460 [==============================] - 9s 20ms/step - loss: 1.3760 - accuracy: 0.6702 - val_loss: 0.8839 - val_accuracy: 0.7488
Epoch 16/30

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460/460 [==============================] - 8s 18ms/step - loss: 1.4409 - accuracy: 0.6831

460/460 [==============================] - 9s 20ms/step - loss: 1.4409 - accuracy: 0.6831 - val_loss: 1.1422 - val_accuracy: 0.6532
Epoch 17/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.4601 - accuracy: 0.6818

460/460 [==============================] - 9s 20ms/step - loss: 1.4601 - accuracy: 0.6818 - val_loss: 1.0300 - val_accuracy: 0.7034
Epoch 18/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.7432 - accuracy: 0.6357

460/460 [==============================] - 9s 20ms/step - loss: 1.7432 - accuracy: 0.6357 - val_loss: 0.8926 - val_accuracy: 0.6863
Epoch 19/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.7432 - accuracy: 0.6736

460/460 [==============================] - 9s 21ms/step - loss: 1.7432 - accuracy: 0.6736 - val_loss: 1.1794 - val_accuracy: 0.6734
Epoch 20/30

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460/460 [==============================] - 9s 18ms/step - loss: 1.5689 - accuracy: 0.6923

460/460 [==============================] - 9s 19ms/step - loss: 1.5689 - accuracy: 0.6923 - val_loss: 0.9603 - val_accuracy: 0.7405
Epoch 21/30

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460/460 [==============================] - 9s 16ms/step - loss: 1.6856 - accuracy: 0.6796

460/460 [==============================] - 10s 17ms/step - loss: 1.6856 - accuracy: 0.6796 - val_loss: 1.0678 - val_accuracy: 0.6627
Epoch 22/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.5656 - accuracy: 0.7127

460/460 [==============================] - 9s 20ms/step - loss: 1.5656 - accuracy: 0.7127 - val_loss: 1.0148 - val_accuracy: 0.7007
Epoch 23/30

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460/460 [==============================] - 10s 21ms/step - loss: 1.4598 - accuracy: 0.6975 - val_loss: 0.9277 - val_accuracy: 0.7301
Epoch 24/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.6968 - accuracy: 0.6892

460/460 [==============================] - 9s 20ms/step - loss: 1.6968 - accuracy: 0.6892 - val_loss: 1.1286 - val_accuracy: 0.7653
Epoch 25/30

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460/460 [==============================] - 8s 18ms/step - loss: 1.8192 - accuracy: 0.6721

460/460 [==============================] - 9s 21ms/step - loss: 1.8192 - accuracy: 0.6721 - val_loss: 1.3312 - val_accuracy: 0.6492
Epoch 26/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.8329 - accuracy: 0.7064

460/460 [==============================] - 9s 21ms/step - loss: 1.8329 - accuracy: 0.7064 - val_loss: 1.1040 - val_accuracy: 0.7405
Epoch 27/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.6824 - accuracy: 0.7050

460/460 [==============================] - 9s 20ms/step - loss: 1.6824 - accuracy: 0.7050 - val_loss: 1.0936 - val_accuracy: 0.6976
Epoch 28/30

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460/460 [==============================] - 9s 18ms/step - loss: 1.6423 - accuracy: 0.6980

460/460 [==============================] - 9s 19ms/step - loss: 1.6423 - accuracy: 0.6980 - val_loss: 0.9149 - val_accuracy: 0.7460
Epoch 29/30

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460/460 [==============================] - 9s 19ms/step - loss: 1.5063 - accuracy: 0.6990

460/460 [==============================] - 9s 20ms/step - loss: 1.5063 - accuracy: 0.6990 - val_loss: 1.0186 - val_accuracy: 0.6958
Epoch 30/30

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460/460 [==============================] - 9s 17ms/step - loss: 1.5665 - accuracy: 0.6999

460/460 [==============================] - 9s 18ms/step - loss: 1.5665 - accuracy: 0.6999 - val_loss: 2.2415 - val_accuracy: 0.6474

Run completed: runs/2024-05-04T00-10-43Z

Training run 6/8 (flags = list(256, 0.01, 64, "sigmoid")) 
Using run directory runs/2024-05-04T00-15-28Z

> ###-----HYPER PARAMETER TUNING-----###
> # Reusing code chunks from the lecture notes
> 
> # Setting up data sets
> data_dict <- list(
+   "train_id ..." ... [TRUNCATED] 

> # Setting up the flaGs
> FLAGS <- flags(
+   flag_numeric("nodes", 512),
+   flag_numeric("batch_size", 32),
+   flag_string("activation", "sigmoid" .... [TRUNCATED] 

> # # We are not implementing Early Stopping as it can cause over fitting
> # # Implementing Early Stopping
> # callbacks <- list(callback_early_stopp .... [TRUNCATED] 

> tuning_model %>%
+   layer_dense(units = FLAGS$nodes, activation = FLAGS$activation, input_shape = dim(data_dict$train_idv)[2]) %>%
+   layer_dropou .... [TRUNCATED] 

> tuning_model %>% compile(optimizer = optimizer_adam(learning_rate = FLAGS$learning_rate),
+                          loss = 'binary_crossentropy',
+ .... [TRUNCATED] 

> tuning_model %>% fit(data_dict$train_idv,
+                      data_dict$train_dv,
+                      batch_size = FLAGS$batch_size,
+         .... [TRUNCATED] 
Epoch 1/30

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0087s vs `on_train_batch_end` time: 0.0531s). Check your callbacks.

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460/460 [==============================] - 6s 7ms/step - loss: 0.5431 - accuracy: 0.7231

460/460 [==============================] - 7s 9ms/step - loss: 0.5431 - accuracy: 0.7231 - val_loss: 0.4512 - val_accuracy: 0.7987
Epoch 2/30

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460/460 [==============================] - 3s 6ms/step - loss: 0.4681 - accuracy: 0.7721 - val_loss: 0.4780 - val_accuracy: 0.7626
Epoch 3/30

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460/460 [==============================] - 4s 9ms/step - loss: 0.4601 - accuracy: 0.7722 - val_loss: 0.4548 - val_accuracy: 0.7785
Epoch 4/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.4444 - accuracy: 0.7875 - val_loss: 0.4736 - val_accuracy: 0.7561
Epoch 5/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.4365 - accuracy: 0.7907 - val_loss: 0.3976 - val_accuracy: 0.8257
Epoch 6/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.4272 - accuracy: 0.7983 - val_loss: 0.3783 - val_accuracy: 0.8263
Epoch 7/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.4199 - accuracy: 0.8029 - val_loss: 0.3661 - val_accuracy: 0.8373
Epoch 8/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.4125 - accuracy: 0.8100 - val_loss: 0.3621 - val_accuracy: 0.8398
Epoch 9/30

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460/460 [==============================] - 4s 9ms/step - loss: 0.4030 - accuracy: 0.8144 - val_loss: 0.3860 - val_accuracy: 0.8260
Epoch 10/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.4011 - accuracy: 0.8168 - val_loss: 0.3695 - val_accuracy: 0.8352
Epoch 11/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3953 - accuracy: 0.8163 - val_loss: 0.3632 - val_accuracy: 0.8401
Epoch 12/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3945 - accuracy: 0.8189 - val_loss: 0.3752 - val_accuracy: 0.8241
Epoch 13/30

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460/460 [==============================] - 4s 9ms/step - loss: 0.3886 - accuracy: 0.8211 - val_loss: 0.3395 - val_accuracy: 0.8505
Epoch 14/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3875 - accuracy: 0.8231 - val_loss: 0.3644 - val_accuracy: 0.8373
Epoch 15/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3840 - accuracy: 0.8250 - val_loss: 0.3332 - val_accuracy: 0.8471
Epoch 16/30

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460/460 [==============================] - 5s 10ms/step - loss: 0.3835 - accuracy: 0.8266 - val_loss: 0.3429 - val_accuracy: 0.8431
Epoch 17/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3786 - accuracy: 0.8252 - val_loss: 0.3539 - val_accuracy: 0.8456
Epoch 18/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3791 - accuracy: 0.8250 - val_loss: 0.3322 - val_accuracy: 0.8483
Epoch 19/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3767 - accuracy: 0.8267 - val_loss: 0.3411 - val_accuracy: 0.8324
Epoch 20/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3733 - accuracy: 0.8266 - val_loss: 0.3545 - val_accuracy: 0.8254
Epoch 21/30

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460/460 [==============================] - 4s 9ms/step - loss: 0.3726 - accuracy: 0.8274 - val_loss: 0.3284 - val_accuracy: 0.8517
Epoch 22/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3722 - accuracy: 0.8273 - val_loss: 0.3394 - val_accuracy: 0.8450
Epoch 23/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3644 - accuracy: 0.8313 - val_loss: 0.3457 - val_accuracy: 0.8447
Epoch 24/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3674 - accuracy: 0.8285 - val_loss: 0.3285 - val_accuracy: 0.8471
Epoch 25/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3709 - accuracy: 0.8278 - val_loss: 0.3391 - val_accuracy: 0.8416
Epoch 26/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3673 - accuracy: 0.8272 - val_loss: 0.3296 - val_accuracy: 0.8459
Epoch 27/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3659 - accuracy: 0.8315 - val_loss: 0.3307 - val_accuracy: 0.8532
Epoch 28/30

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460/460 [==============================] - 5s 11ms/step - loss: 0.3634 - accuracy: 0.8350 - val_loss: 0.3197 - val_accuracy: 0.8370
Epoch 29/30

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460/460 [==============================] - 4s 9ms/step - loss: 0.3589 - accuracy: 0.8328 - val_loss: 0.3353 - val_accuracy: 0.8422
Epoch 30/30

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460/460 [==============================] - 4s 8ms/step - loss: 0.3593 - accuracy: 0.8359 - val_loss: 0.3283 - val_accuracy: 0.8398

Run completed: runs/2024-05-04T00-15-28Z

Training run 7/8 (flags = list(392, 0.001, 16, "sigmoid")) 
Using run directory runs/2024-05-04T00-17-36Z

> ###-----HYPER PARAMETER TUNING-----###
> # Reusing code chunks from the lecture notes
> 
> # Setting up data sets
> data_dict <- list(
+   "train_id ..." ... [TRUNCATED] 

> # Setting up the flaGs
> FLAGS <- flags(
+   flag_numeric("nodes", 512),
+   flag_numeric("batch_size", 32),
+   flag_string("activation", "sigmoid" .... [TRUNCATED] 

> # # We are not implementing Early Stopping as it can cause over fitting
> # # Implementing Early Stopping
> # callbacks <- list(callback_early_stopp .... [TRUNCATED] 

> tuning_model %>%
+   layer_dense(units = FLAGS$nodes, activation = FLAGS$activation, input_shape = dim(data_dict$train_idv)[2]) %>%
+   layer_dropou .... [TRUNCATED] 

> tuning_model %>% compile(optimizer = optimizer_adam(learning_rate = FLAGS$learning_rate),
+                          loss = 'binary_crossentropy',
+ .... [TRUNCATED] 

> tuning_model %>% fit(data_dict$train_idv,
+                      data_dict$train_dv,
+                      batch_size = FLAGS$batch_size,
+         .... [TRUNCATED] 
Epoch 1/30

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0040s vs `on_train_batch_end` time: 0.0283s). Check your callbacks.

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1837/1837 [==============================] - 16s 8ms/step - loss: 0.5351 - accuracy: 0.7227 - val_loss: 0.4815 - val_accuracy: 0.7702
Epoch 2/30

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1837/1837 [==============================] - 14s 7ms/step - loss: 0.4808 - accuracy: 0.7678

1837/1837 [==============================] - 14s 8ms/step - loss: 0.4808 - accuracy: 0.7678 - val_loss: 0.4441 - val_accuracy: 0.7990
Epoch 3/30

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1837/1837 [==============================] - 14s 8ms/step - loss: 0.4712 - accuracy: 0.7691

1837/1837 [==============================] - 15s 8ms/step - loss: 0.4712 - accuracy: 0.7691 - val_loss: 0.4642 - val_accuracy: 0.7650
Epoch 4/30

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1837/1837 [==============================] - 15s 8ms/step - loss: 0.4648 - accuracy: 0.7723 - val_loss: 0.4570 - val_accuracy: 0.7941
Epoch 5/30

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1837/1837 [==============================] - 14s 7ms/step - loss: 0.4606 - accuracy: 0.7755

1837/1837 [==============================] - 14s 8ms/step - loss: 0.4606 - accuracy: 0.7755 - val_loss: 0.4877 - val_accuracy: 0.7659
Epoch 6/30

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1837/1837 [==============================] - 16s 9ms/step - loss: 0.4576 - accuracy: 0.7758 - val_loss: 0.4552 - val_accuracy: 0.7788
Epoch 7/30

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1837/1837 [==============================] - 13s 7ms/step - loss: 0.4553 - accuracy: 0.7766

1837/1837 [==============================] - 13s 7ms/step - loss: 0.4553 - accuracy: 0.7766 - val_loss: 0.4523 - val_accuracy: 0.7733
Epoch 8/30

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1837/1837 [==============================] - 14s 8ms/step - loss: 0.4529 - accuracy: 0.7760

1837/1837 [==============================] - 15s 8ms/step - loss: 0.4529 - accuracy: 0.7760 - val_loss: 0.4094 - val_accuracy: 0.8064
Epoch 9/30

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1837/1837 [==============================] - 14s 7ms/step - loss: 0.4460 - accuracy: 0.7837

1837/1837 [==============================] - 14s 8ms/step - loss: 0.4460 - accuracy: 0.7837 - val_loss: 0.4327 - val_accuracy: 0.7834
Epoch 10/30

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1837/1837 [==============================] - 14s 7ms/step - loss: 0.4447 - accuracy: 0.7814

1837/1837 [==============================] - 14s 8ms/step - loss: 0.4447 - accuracy: 0.7814 - val_loss: 0.4108 - val_accuracy: 0.8085
Epoch 11/30

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1837/1837 [==============================] - 13s 7ms/step - loss: 0.4390 - accuracy: 0.7886

1837/1837 [==============================] - 14s 7ms/step - loss: 0.4390 - accuracy: 0.7886 - val_loss: 0.4197 - val_accuracy: 0.7877
Epoch 12/30

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1837/1837 [==============================] - 14s 7ms/step - loss: 0.4356 - accuracy: 0.7916

1837/1837 [==============================] - 15s 8ms/step - loss: 0.4356 - accuracy: 0.7916 - val_loss: 0.4191 - val_accuracy: 0.8009
Epoch 13/30

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1837/1837 [==============================] - 12s 6ms/step - loss: 0.4302 - accuracy: 0.7953

1837/1837 [==============================] - 13s 7ms/step - loss: 0.4302 - accuracy: 0.7953 - val_loss: 0.4039 - val_accuracy: 0.7972
Epoch 14/30

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1837/1837 [==============================] - 14s 8ms/step - loss: 0.4275 - accuracy: 0.7969

1837/1837 [==============================] - 15s 8ms/step - loss: 0.4275 - accuracy: 0.7969 - val_loss: 0.4096 - val_accuracy: 0.7953
Epoch 15/30

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1837/1837 [==============================] - 15s 8ms/step - loss: 0.4231 - accuracy: 0.8002

1837/1837 [==============================] - 15s 8ms/step - loss: 0.4231 - accuracy: 0.8002 - val_loss: 0.4118 - val_accuracy: 0.8088
Epoch 16/30

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1837/1837 [==============================] - 13s 7ms/step - loss: 0.4176 - accuracy: 0.8064

1837/1837 [==============================] - 14s 8ms/step - loss: 0.4176 - accuracy: 0.8064 - val_loss: 0.3958 - val_accuracy: 0.8281
Epoch 17/30

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1837/1837 [==============================] - 14s 8ms/step - loss: 0.4143 - accuracy: 0.8089 - val_loss: 0.3944 - val_accuracy: 0.8241
Epoch 18/30

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1837/1837 [==============================] - 13s 7ms/step - loss: 0.4108 - accuracy: 0.8093

1837/1837 [==============================] - 14s 7ms/step - loss: 0.4108 - accuracy: 0.8093 - val_loss: 0.3928 - val_accuracy: 0.8211
Epoch 19/30

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1837/1837 [==============================] - 14s 7ms/step - loss: 0.4081 - accuracy: 0.8107

1837/1837 [==============================] - 14s 8ms/step - loss: 0.4081 - accuracy: 0.8107 - val_loss: 0.3818 - val_accuracy: 0.8281
Epoch 20/30

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1837/1837 [==============================] - 14s 8ms/step - loss: 0.4048 - accuracy: 0.8122

1837/1837 [==============================] - 15s 8ms/step - loss: 0.4048 - accuracy: 0.8122 - val_loss: 0.3880 - val_accuracy: 0.8281
Epoch 21/30

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1837/1837 [==============================] - 14s 8ms/step - loss: 0.4019 - accuracy: 0.8160

1837/1837 [==============================] - 15s 8ms/step - loss: 0.4019 - accuracy: 0.8160 - val_loss: 0.3726 - val_accuracy: 0.8379
Epoch 22/30

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1837/1837 [==============================] - 15s 8ms/step - loss: 0.3968 - accuracy: 0.8190 - val_loss: 0.3798 - val_accuracy: 0.8303
Epoch 23/30

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1837/1837 [==============================] - 14s 8ms/step - loss: 0.3955 - accuracy: 0.8215

1837/1837 [==============================] - 15s 8ms/step - loss: 0.3955 - accuracy: 0.8215 - val_loss: 0.3642 - val_accuracy: 0.8373
Epoch 24/30

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1837/1837 [==============================] - 13s 7ms/step - loss: 0.3897 - accuracy: 0.8201

1837/1837 [==============================] - 14s 8ms/step - loss: 0.3897 - accuracy: 0.8201 - val_loss: 0.3580 - val_accuracy: 0.8392
Epoch 25/30

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1837/1837 [==============================] - 14s 8ms/step - loss: 0.3885 - accuracy: 0.8196 - val_loss: 0.3574 - val_accuracy: 0.8382
Epoch 26/30

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1837/1837 [==============================] - 15s 8ms/step - loss: 0.3872 - accuracy: 0.8247 - val_loss: 0.3563 - val_accuracy: 0.8410
Epoch 27/30

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1837/1837 [==============================] - 15s 8ms/step - loss: 0.3836 - accuracy: 0.8264 - val_loss: 0.3666 - val_accuracy: 0.8287
Epoch 28/30

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1837/1837 [==============================] - 15s 8ms/step - loss: 0.3835 - accuracy: 0.8246 - val_loss: 0.3766 - val_accuracy: 0.8355
Epoch 29/30

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1837/1837 [==============================] - 15s 8ms/step - loss: 0.3773 - accuracy: 0.8276 - val_loss: 0.3762 - val_accuracy: 0.8275
Epoch 30/30

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1837/1837 [==============================] - 15s 8ms/step - loss: 0.3781 - accuracy: 0.8272 - val_loss: 0.3643 - val_accuracy: 0.8346

Run completed: runs/2024-05-04T00-17-36Z

Training run 8/8 (flags = list(512, 0.05, 64, "tanh")) 
Using run directory runs/2024-05-04T00-24-59Z

> ###-----HYPER PARAMETER TUNING-----###
> # Reusing code chunks from the lecture notes
> 
> # Setting up data sets
> data_dict <- list(
+   "train_id ..." ... [TRUNCATED] 

> # Setting up the flaGs
> FLAGS <- flags(
+   flag_numeric("nodes", 512),
+   flag_numeric("batch_size", 32),
+   flag_string("activation", "sigmoid" .... [TRUNCATED] 

> # # We are not implementing Early Stopping as it can cause over fitting
> # # Implementing Early Stopping
> # callbacks <- list(callback_early_stopp .... [TRUNCATED] 

> tuning_model %>%
+   layer_dense(units = FLAGS$nodes, activation = FLAGS$activation, input_shape = dim(data_dict$train_idv)[2]) %>%
+   layer_dropou .... [TRUNCATED] 

> tuning_model %>% compile(optimizer = optimizer_adam(learning_rate = FLAGS$learning_rate),
+                          loss = 'binary_crossentropy',
+ .... [TRUNCATED] 

> tuning_model %>% fit(data_dict$train_idv,
+                      data_dict$train_dv,
+                      batch_size = FLAGS$batch_size,
+         .... [TRUNCATED] 
Epoch 1/30

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0118s vs `on_train_batch_end` time: 0.0383s). Check your callbacks.

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460/460 [==============================] - 10s 19ms/step - loss: 7.6934 - accuracy: 0.6640

460/460 [==============================] - 11s 22ms/step - loss: 7.6934 - accuracy: 0.6640 - val_loss: 5.0847 - val_accuracy: 0.6703
Epoch 2/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.6701 - accuracy: 0.6726

460/460 [==============================] - 10s 21ms/step - loss: 7.6701 - accuracy: 0.6726 - val_loss: 5.0671 - val_accuracy: 0.6713
Epoch 3/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.6972 - accuracy: 0.6721

460/460 [==============================] - 9s 20ms/step - loss: 7.6972 - accuracy: 0.6721 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 4/30

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460/460 [==============================] - 8s 18ms/step - loss: 7.7108 - accuracy: 0.6722

460/460 [==============================] - 9s 19ms/step - loss: 7.7108 - accuracy: 0.6722 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 5/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.7132 - accuracy: 0.6721

460/460 [==============================] - 9s 20ms/step - loss: 7.7132 - accuracy: 0.6721 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 6/30

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460/460 [==============================] - 8s 17ms/step - loss: 7.7071 - accuracy: 0.6725

460/460 [==============================] - 8s 18ms/step - loss: 7.7071 - accuracy: 0.6725 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 7/30

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460/460 [==============================] - 8s 18ms/step - loss: 7.7076 - accuracy: 0.6725

460/460 [==============================] - 8s 18ms/step - loss: 7.7076 - accuracy: 0.6725 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 8/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.7092 - accuracy: 0.6723

460/460 [==============================] - 9s 20ms/step - loss: 7.7092 - accuracy: 0.6723 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 9/30

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460/460 [==============================] - 8s 18ms/step - loss: 7.7041 - accuracy: 0.6726

460/460 [==============================] - 9s 19ms/step - loss: 7.7041 - accuracy: 0.6726 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 10/30

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460/460 [==============================] - 8s 16ms/step - loss: 7.7108 - accuracy: 0.6724

460/460 [==============================] - 8s 18ms/step - loss: 7.7108 - accuracy: 0.6724 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 11/30

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460/460 [==============================] - 8s 17ms/step - loss: 7.7104 - accuracy: 0.6724

460/460 [==============================] - 8s 18ms/step - loss: 7.7104 - accuracy: 0.6724 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 12/30

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460/460 [==============================] - 10s 21ms/step - loss: 7.7106 - accuracy: 0.6723

460/460 [==============================] - 10s 22ms/step - loss: 7.7106 - accuracy: 0.6723 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 13/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.7104 - accuracy: 0.6724

460/460 [==============================] - 9s 20ms/step - loss: 7.7104 - accuracy: 0.6724 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 14/30

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460/460 [==============================] - 9s 20ms/step - loss: 7.7104 - accuracy: 0.6724 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 15/30

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460/460 [==============================] - 8s 18ms/step - loss: 7.6939 - accuracy: 0.6725

460/460 [==============================] - 9s 19ms/step - loss: 7.6939 - accuracy: 0.6725 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 16/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.7105 - accuracy: 0.6724

460/460 [==============================] - 9s 20ms/step - loss: 7.7105 - accuracy: 0.6724 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 17/30

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460/460 [==============================] - 8s 18ms/step - loss: 7.7122 - accuracy: 0.6722

460/460 [==============================] - 9s 19ms/step - loss: 7.7122 - accuracy: 0.6722 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 18/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.7080 - accuracy: 0.6724

460/460 [==============================] - 9s 20ms/step - loss: 7.7080 - accuracy: 0.6724 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 19/30

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460/460 [==============================] - 8s 18ms/step - loss: 7.7139 - accuracy: 0.6721

460/460 [==============================] - 9s 19ms/step - loss: 7.7139 - accuracy: 0.6721 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 20/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.7076 - accuracy: 0.6725

460/460 [==============================] - 9s 21ms/step - loss: 7.7076 - accuracy: 0.6725 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 21/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.7122 - accuracy: 0.6722

460/460 [==============================] - 9s 20ms/step - loss: 7.7122 - accuracy: 0.6722 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 22/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.7058 - accuracy: 0.6723

460/460 [==============================] - 9s 20ms/step - loss: 7.7058 - accuracy: 0.6723 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 23/30

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460/460 [==============================] - 9s 20ms/step - loss: 7.7112 - accuracy: 0.6724

460/460 [==============================] - 10s 21ms/step - loss: 7.7112 - accuracy: 0.6724 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 24/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.7108 - accuracy: 0.6720

460/460 [==============================] - 9s 20ms/step - loss: 7.7108 - accuracy: 0.6720 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 25/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.7103 - accuracy: 0.6723

460/460 [==============================] - 9s 20ms/step - loss: 7.7103 - accuracy: 0.6723 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 26/30

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460/460 [==============================] - 9s 20ms/step - loss: 7.7131 - accuracy: 0.6722

460/460 [==============================] - 10s 21ms/step - loss: 7.7131 - accuracy: 0.6722 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 27/30

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460/460 [==============================] - 9s 19ms/step - loss: 7.6952 - accuracy: 0.6723

460/460 [==============================] - 9s 20ms/step - loss: 7.6952 - accuracy: 0.6723 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 28/30

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460/460 [==============================] - 9s 20ms/step - loss: 7.7038 - accuracy: 0.6715 - val_loss: 5.0660 - val_accuracy: 0.6716
Epoch 29/30

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460/460 [==============================] - 8s 17ms/step - loss: 7.7075 - accuracy: 0.6719 - val_loss: 5.0680 - val_accuracy: 0.6713
Epoch 30/30

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460/460 [==============================] - 9s 21ms/step - loss: 7.7147 - accuracy: 0.6706 - val_loss: 5.0660 - val_accuracy: 0.6716

Run completed: runs/2024-05-04T00-24-59Z
# Extracting the TF run information
# Sorting based on the metric loss
runs <- runs[order(runs$metric_val_loss, decreasing = FALSE),]
as.data.frame(runs)
# Let’s view the summary of the best run
view_run(runs$run_dir[1])
Warning: argument 'compressed' is ignored for the internal methodWarning: incomplete final line found on 'C:\Users\saian\AppData\Local\Temp\RtmpcPKT74\file1f0486cfa20c1/source/custom_functions.R'Warning: incomplete final line found on 'C:\Users\saian\AppData\Local\Temp\RtmpcPKT74\file1f0486cfa20c1/source/my_methods.R'
# Let us conctaente the val and train datasets
all_train_x <- abind(train_IDV, val_IDV, along = 1)
all_train_y <- abind(train_DV, val_DV, along = 1)
str(all_train_x)
 num [1:32648, 1:33] 0.305 0.305 0.305 0.305 0.305 ...
 - attr(*, "dimnames")=List of 2
  ..$ : chr [1:32648] "1" "2" "3" "4" ...
  ..$ : chr [1:33] "no_of_adults" "no_of_children" "no_of_weekend_nights" "no_of_week_nights" ...
str(all_train_y)
 num [1:32648(1d)] 0 0 1 1 0 0 0 0 0 0 ...
 - attr(*, "dimnames")=List of 1
  ..$ : NULL

Let us perform the final model (neural networks)

# Tunedd Parameters Values
final_tuned_params <- list(
  "nodes" = 256,
  "batch_size" = 64,
  "activation" = "sigmoid",
  "learning_rate" = 0.01,
  "epochs" = 30
)

# Final Neural Network model
final_model <- keras_model_sequential()
2024-05-04 13:24:48.552356: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: SSE SSE2 SSE3 SSE4.1 SSE4.2 AVX AVX2 AVX_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
final_model %>%
  layer_dense(units = final_tuned_params$nodes, activation = final_tuned_params$activation, input_shape = dim(all_train_x)[2]) %>%
  layer_dropout(rate = 0.5) %>%
  layer_dense(units = final_tuned_params$nodes, activation = final_tuned_params$activation ) %>%
  layer_dropout(rate = 0.5) %>%
  layer_dense(units = final_tuned_params$nodes, activation = final_tuned_params$activation ) %>%
  layer_dropout(rate = 0.5) %>%
  layer_dense(units = 1, activation = final_tuned_params$activation)

final_model %>% compile(optimizer = optimizer_adam(learning_rate = final_tuned_params$learning_rate), 
                        loss = 'binary_crossentropy',
                        metrics = c('accuracy'))

final_model_compile <- final_model %>% fit(x = all_train_x,
                                           y = all_train_y,
                                           batch_size = final_tuned_params$batch_size,
                                           epochs = final_tuned_params$epochs,
                                           class_weight = list("0" = class_weights_values$weight_no, 
                                                               "1" = class_weights_values$weight_yes),
                                           verbose = 1)
Epoch 1/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.4671 - accuracy: 0.7746
Epoch 3/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.4454 - accuracy: 0.7830
Epoch 4/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.4348 - accuracy: 0.7983
Epoch 5/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.4222 - accuracy: 0.8047
Epoch 6/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.4155 - accuracy: 0.8117
Epoch 7/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.4088 - accuracy: 0.8165
Epoch 8/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.4055 - accuracy: 0.8203
Epoch 9/30

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511/511 [==============================] - 3s 7ms/step - loss: 0.3973 - accuracy: 0.8201
Epoch 10/30

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511/511 [==============================] - 3s 6ms/step - loss: 0.3926 - accuracy: 0.8230
Epoch 11/30

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511/511 [==============================] - 3s 6ms/step - loss: 0.3899 - accuracy: 0.8230

511/511 [==============================] - 3s 6ms/step - loss: 0.3899 - accuracy: 0.8230
Epoch 12/30

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511/511 [==============================] - 3s 7ms/step - loss: 0.3889 - accuracy: 0.8242
Epoch 13/30

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511/511 [==============================] - 3s 6ms/step - loss: 0.3845 - accuracy: 0.8243

511/511 [==============================] - 3s 6ms/step - loss: 0.3845 - accuracy: 0.8243
Epoch 14/30

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511/511 [==============================] - 3s 6ms/step - loss: 0.3799 - accuracy: 0.8293

511/511 [==============================] - 3s 6ms/step - loss: 0.3799 - accuracy: 0.8293
Epoch 15/30

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511/511 [==============================] - 35s 69ms/step - loss: 0.3783 - accuracy: 0.8287
Epoch 16/30

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511/511 [==============================] - 3s 7ms/step - loss: 0.3756 - accuracy: 0.8316

511/511 [==============================] - 4s 7ms/step - loss: 0.3756 - accuracy: 0.8316
Epoch 17/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.3741 - accuracy: 0.8312

511/511 [==============================] - 4s 7ms/step - loss: 0.3741 - accuracy: 0.8312
Epoch 18/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.3732 - accuracy: 0.8325

511/511 [==============================] - 4s 7ms/step - loss: 0.3732 - accuracy: 0.8325
Epoch 19/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.3745 - accuracy: 0.8323
Epoch 20/30

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511/511 [==============================] - 3s 6ms/step - loss: 0.3706 - accuracy: 0.8306
Epoch 21/30

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511/511 [==============================] - 3s 6ms/step - loss: 0.3686 - accuracy: 0.8351
Epoch 22/30

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511/511 [==============================] - 4s 8ms/step - loss: 0.3689 - accuracy: 0.8367
Epoch 23/30

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511/511 [==============================] - 3s 6ms/step - loss: 0.3643 - accuracy: 0.8338
Epoch 24/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.3650 - accuracy: 0.8360
Epoch 25/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.3627 - accuracy: 0.8369
Epoch 26/30

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511/511 [==============================] - 4s 7ms/step - loss: 0.3604 - accuracy: 0.8348
Epoch 27/30

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511/511 [==============================] - 4s 8ms/step - loss: 0.3612 - accuracy: 0.8418

511/511 [==============================] - 4s 8ms/step - loss: 0.3612 - accuracy: 0.8418
Epoch 28/30

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Let us evaluate the final model.

final_model %>% evaluate(test_IDV, test_DV)

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 accuracy 
0.3344088 0.8538737 
print(paste(runs_save_file_name, " - file saved"))
[1] "D:/UIS/Studies/Semester4/CSC532/Assignments/ML_Final_Project/ml_final_project/ALL_MODELS/NN_RUNS_20240503_2008.csv  - file saved"
predicted_probs = final_model %>% predict(test_IDV)

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ann_predictions = prediction(predicted_probs, test_DV)

auc_value <- performance(ann_predictions, measure = "auc")@y.values[[1]]

predicted.labels= factor(ifelse(predicted_probs>0.5, "1", "0"))
conf_mat_NN <- confusionMatrix(predicted.labels, as.factor(test_DV), mode="everything", positive="1")
# Printing tjhe NN results
print("###------NEURAL NETWORKS------###")
[1] "###------NEURAL NETWORKS------###"
print(auc_value)
[1] 0.9352858
print(conf_mat_NN)
Confusion Matrix and Statistics

          Reference
Prediction    0    1
         0 2100  191
         1  339  997
                                         
               Accuracy : 0.8539         
                 95% CI : (0.842, 0.8652)
    No Information Rate : 0.6725         
    P-Value [Acc > NIR] : < 2.2e-16      
                                         
                  Kappa : 0.6786         
                                         
 Mcnemar's Test P-Value : 1.711e-10      
                                         
            Sensitivity : 0.8392         
            Specificity : 0.8610         
         Pos Pred Value : 0.7463         
         Neg Pred Value : 0.9166         
              Precision : 0.7463         
                 Recall : 0.8392         
                     F1 : 0.7900         
             Prevalence : 0.3275         
         Detection Rate : 0.2749         
   Detection Prevalence : 0.3683         
      Balanced Accuracy : 0.8501         
                                         
       'Positive' Class : 1              
                                         
interim_data <- data.frame(
  Model_Name = "NEURAL_NETWORK",
  AUC_Value = auc_value,
  Accuracy = conf_mat_NN$overall[["Accuracy"]]
)

models_evaluation_data <- rbind(models_evaluation_data, interim_data)
models_evaluation_data <- models_evaluation_data %>% arrange(desc(AUC_Value), desc(Accuracy))

Fianl Model Check

# Pringting the best model
print(classification_evaluation_fn(model_selected_var = RANDOM_FOREST_MODEL,
                                   test_data_selected = MODEL_TEST_DATA,
                                   focus_outcome = MODEL_DV_VAR))
RANDOM_FOREST_MODEL
Random Forest 

32648 samples
   19 predictor
    2 classes: 'no', 'yes' 

No pre-processing
Resampling: Cross-Validated (10 fold) 
Summary of sample sizes: 29384, 29384, 29383, 29382, 29383, 29383, ... 
Resampling results across tuning parameters:

  mtry  ROC        Sens       Spec     
  2     0.9027057  0.9789986  0.5442599
  4     0.9455496  0.9460618  0.7881635
  8     0.9577335  0.9490231  0.8179848

ROC was used to select the optimal model using the largest value.
The final value used for the model was mtry = 8.
---
title: "Final Project"
author: "Sai Anjesh, Aditya"
date: "2024-04-16"
output: html_notebook
---

# HOTEL RESERVATION CANCELLATION PREDCITION


```{r}
## Importing Necessary Libraries
##---------
FUNCTIONS_PATH = "D:/UIS/Studies/Semester4/CSC532/Assignments/ML_Final_Project/ml_final_project/code_base/custom_functions.R"
##---------
source(FUNCTIONS_PATH)
##---------
library(dplyr)
library(ROCR)
library(caret)
library(glmnet)
library(randomForest)
library(gbm)
library(keras)
library(tfruns)
library(abind)
library(mltools)
library(data.table)
library(pROC)
library(ggplot2)
library(reshape2)
library(tidyr)
##---------
```


```{r}
# I am creating this to save models
# Most of the models take time to run
# Can uuse these model objects later during the process

# CHAT_GPT Assistance: how to create folder if it does not exist in R?
# Specify the path to the folder you want to create
models_folder_path <- "D:/UIS/Studies/Semester4/CSC532/Assignments/ML_Final_Project/ml_final_project/ALL_MODELS"
# over_write_models <- T
over_write_models <- F

# Check if the folder exists
if (!file.exists(models_folder_path)) {
  # If the folder does not exist, create it
  dir.create(models_folder_path)
  cat("Folder created successfully!\n")
} else {
  cat("Folder already exists!\n")
}
```


#### Let us import dataset

```{r}
## File Paths
input_folder_path = "D:/UIS/Studies/Semester4/CSC532/Assignments/ML_Final_Project/ml_final_project/input_datasets/"
input_file_name = "hotel_reservations_dataset/Hotel Reservations.csv"
hotel_reservation_data = paste(input_folder_path, input_file_name, sep = "")
```

```{r}
hotel_reservation_data <- read.csv(file = hotel_reservation_data, header = TRUE)
```

#### Let us check some basic information

```{r}
## Primitive Information
# Let us check the shape of the data
print(paste("Number of Records : ", dim(hotel_reservation_data)[1]))
print(paste("Number of Features : ", dim(hotel_reservation_data)[2]))

# Let us check the feature name snad the structure
str(hotel_reservation_data)

# Check the summary
summary(hotel_reservation_data)
```

#### Interesting to see that there are cases of $0 price for certain cases let us look into this section of the data
```{r}
# For EDA
hotel_reservation_data_EDA <- hotel_reservation_data
hotel_reservation_data$booking_cancellation <- ifelse((hotel_reservation_data$booking_status == "Canceled"), T, F)
hotel_reservation_data_EDA$Date <- as.Date(paste(hotel_reservation_data_EDA$arrival_year, 
                                                 hotel_reservation_data_EDA$arrival_month, 
                                                 hotel_reservation_data_EDA$arrival_date, sep = "-"),
                                           format = "%Y-%m-%d")

# Print the result
# print(hotel_reservation_data_EDA$Date)
print(nrow(hotel_reservation_data_EDA))
print(length(unique(hotel_reservation_data_EDA$Date)))
print(summary(hotel_reservation_data_EDA$Date))

# Understand the dates
hotel_reservation_data_EDA_NA_Dates <- hotel_reservation_data_EDA[is.na(hotel_reservation_data_EDA$Date), 
                                                                  c("arrival_year", "arrival_month",
                                                                    "arrival_date", "Date",
                                                                    "avg_price_per_room")]
dates_orig_data <- hotel_reservation_data_EDA[,c("arrival_year", "arrival_month","arrival_date", 
                                                 "Date",
                                                 "avg_price_per_room")]
```
#### What we can understand here is there are just data poitns for 1.5 (From July 2017 to Dec 2018) years and very funny we have 29th feb date in year 2018. Yeah, I know right!? How can Feb have 29 days in 2018. Fun fact: Prices have been alloted for these dates. 

#### This is either data entry problem or data loss / corruption problem.

```{r}
# Let us check date before and post 29 Feb 2018
dates_orig_data_grp <- (dates_orig_data %>% 
                          group_by(Date) %>% 
                          summarise(total = n()) %>% 
                          filter(Date == as.Date("2018-02-28") | Date == as.Date("2018-03-01")))
print(dates_orig_data_grp)
```


#### We see that there are only 61 records in Mar 1 2018 and 165 Records in Feb 28. So, I am gonna update the Feb 29 value as Mar 1 to be fair.

```{r}
# Updating the input dataset
filter_condition = ((hotel_reservation_data$arrival_date == 29) & 
                      (hotel_reservation_data$arrival_month == 2) & 
                      (hotel_reservation_data$arrival_year == 2018))
hotel_reservation_data[filter_condition, "arrival_date"] = 1
hotel_reservation_data[filter_condition, "arrival_month"] = 3


print(summary(
  as.Date(paste(hotel_reservation_data$arrival_year, 
                hotel_reservation_data$arrival_month, 
                hotel_reservation_data$arrival_date, sep = "-"),
          format = "%Y-%m-%d")))
```
So there are no NAs and 549 unique values.

Now let us understand the price againfdt the date and cancellation feature.

```{r}
# For EDA
hotel_reservation_data_EDA <- hotel_reservation_data
```


```{r}
# Price Data Summarization
price_summary_data <- hotel_reservation_data_EDA
price_summary_data$Date <- as.Date(paste(hotel_reservation_data_EDA$arrival_year, 
                                                 hotel_reservation_data_EDA$arrival_month, 
                                                 hotel_reservation_data_EDA$arrival_date, sep = "-"),
                                           format = "%Y-%m-%d")
price_summary_data <- ( 
  price_summary_data %>% 
    select(all_of(c("arrival_year", "arrival_month", "arrival_date", "Date","avg_price_per_room", "booking_cancellation"))) %>% 
    group_by(Date) %>%
    summarise(price_avg = mean(avg_price_per_room),
              price_min = min(avg_price_per_room),
              price_max = max(avg_price_per_room),
              number_book_cancelled = sum(booking_cancellation)))
# Anther Date Column: to check what all dates have no price points

date_check_data <- data.frame(Date = seq(as.Date("2017-07-01"), as.Date("2018-12-31"), by = "day"))
date_check_data$all_dates_flag <- 1

price_summary_data <- merge(x = price_summary_data, y = date_check_data, by = "Date", all.x = T)

# Let us check if we have missed any date time
print("Number of dates that have no price points : ")
print(nrow((price_summary_data[(price_summary_data$all_dates_flag != 1), ])))
```

Since it is zero, I believ we have all the dates in the 1.5 years period and let us see the price points graph
Let us further inspact the date& price column.

```{r}

# Let us create a dataframe that and plot relevant graphs
# https://stackoverflow.com/questions/17150183/plot-multiple-lines-in-one-graph
# https://www.statology.org/ggplot2-multiple-lines/
mdf = melt(price_summary_data, id.vars = c("Date"), measure.vars = c("price_avg", "price_min", "price_max"))
mdf_cancel = melt(price_summary_data, id.vars = c("Date"), measure.vars = c("number_book_cancelled"))
mdf_cancel_2018 = mdf_cancel %>% filter(year(Date) == 2018)
mdf_2017 = mdf %>% filter(year(Date) == 2017)
mdf_2018 = mdf %>% filter(year(Date) == 2018)

```

```{r}

# Let us check the 
price_points_2017 <- (ggplot(data = mdf_2017, aes(x=Date, y=value, group = variable, colour = variable)) + geom_line())
price_points_2018 <- (ggplot(data = mdf_2018, aes(x=Date, y=value, group = variable, colour = variable)) + 
                        geom_line() + 
                        theme(legend.position = "bottom") + 
                        ylab("Price $"))
print(price_points_2018)
```
#### Let us ccheck for the year 2018 and understand the price points. 2018 year is selected because we have one yera of data. There are cases with price points is 0.  We will have to understand that.

```{r}
# Price Points 0
price_less_than_1 <- hotel_reservation_data_EDA %>% filter(avg_price_per_room == 0)
table(price_less_than_1$booking_cancellation)
# so only few cases have been cancelled

# Let us check the market segment that has price $0
table(price_less_than_1$market_segment_type)
```
#### So what we can understand the market segment is either complementary or online. So selected customers could have some offers and have utilised the offer. hence $0 price point. Also, we don't see many cancellations, which also makes sense, whol would want to miss free booking. These are our thoughts.

```{r}
cancellation <- (ggplot(data = mdf_cancel_2018, aes(x = Date, y = value, fill = variable)) +
                   geom_bar(stat = "identity") +
                   labs(x = "Date", y = "Value", fill = "Variable") +
                   scale_x_date(date_labels = "%Y-%m-%d", date_breaks = "1 month") +
                   theme(legend.position = "bottom", axis.text.x = element_text(angle = 45, hjust = 1, vjust = 1, size = 10)))

print(cancellation)
```
We can see that there are many booking cancellations are during the months of September, October, Noveber.

##### Let us check the NA values

```{r}
# Let us check the NA cases
# Check if there are missing values
# And let us do a thorough check
sum(is.na(hotel_reservation_data))
colSums(is.na(hotel_reservation_data))

# Check 1
na_records <- hotel_reservation_data[!complete.cases(hotel_reservation_data), ]
```


Fortunately we don't have NA values, we shall continue to transform the structure.

#### Let us convert the struture of the dataframe
```{r}
# Check the str
str(hotel_reservation_data)

categorized_features <- categorize_features(hotel_reservation_data)
# Checking the column names
cat("Numeric columns: \n------\n", paste(categorized_features$numeric_cols, collapse = ", "), "\n")
cat("Factor columns: \n------\n", paste(categorized_features$factor_cols, collapse = ", "), "\n")
cat("Character columns: \n------\n", paste(categorized_features$character_cols, collapse = ", "),"\n")
```

```{r}
# Let us check the character variables and understand the unique values
for(col_val in categorized_features$character_cols) {
  cat(paste("-----", col_val, "-----\n", sep = ""))
  if(col_val == "Booking_ID") {
    print("Uniq Identifier - No need to check the unique values")
  } else {
    cat(paste(sort(unique(hotel_reservation_data[[col_val]]), decreasing = F), collapse = ", "), "\n")
  }
}
```


```{r}
# Removing the first Column 
# Jsut a unique identifier
hotel_reservation_data$Booking_ID <- NULL

# Final OutCome column - Modified
# I We are chaging hte outcome variable, for simplfied understanding of the model and data
# We are more interesetd in understanding people who would end up canceling a booked room.
hotel_reservation_data$booking_cancellation <- ifelse((hotel_reservation_data$booking_status == "Canceled"), "yes", "no")
hotel_reservation_data$booking_cancellation <- factor(hotel_reservation_data$booking_cancellation)
hotel_reservation_data$booking_status <- NULL

hotel_reservation_data$market_segment_type <- factor(hotel_reservation_data$market_segment_type)
hotel_reservation_data$type_of_meal_plan <- factor(hotel_reservation_data$type_of_meal_plan)
hotel_reservation_data$room_type_reserved <- factor(hotel_reservation_data$room_type_reserved)

```

```{r}
# Check the str
str(hotel_reservation_data)

categorized_features <- categorize_features(hotel_reservation_data)
# Checking the column names
cat("Numeric columns: \n------\n", paste(categorized_features$numeric_cols, collapse = ", "), "\n")
cat("Factor columns: \n------\n", paste(categorized_features$factor_cols, collapse = ", "), "\n")
cat("Character columns: \n------\n", paste(categorized_features$character_cols, collapse = ", "),"\n")
```

## NOTE: WE HAVE SKIPPED THE EDA PART....WE WILL HAVE TO COMPLETE IT

```{r}
# Defining Target Variable
target_DV <- "booking_cancellation"
```


```{r}
# Checking the association of variables with target variable

assoc_num_df <- association_numerical_categorical(df = hotel_reservation_data,
                                                  numer_vars = categorized_features$numeric_cols,
                                                  target_var = target_DV)

assoc_fac_df <- association_categorical_categorical(df = hotel_reservation_data,
                                                    factor_vars = categorized_features$factor_cols,
                                                    target_var = target_DV)

qualified_features_data <- assoc_num_df %>% rbind.data.frame(assoc_fac_df)

# CHATGPT: how to sort a dataframe in R?
qualified_features_data[order(qualified_features_data$result, decreasing = FALSE), ]
```

#### We have some variables that are periodic in nature. Date, month, and day. I believe the better way to represent these variables is to map each value into a point in a circle where the lowest value appears next to the largest value in the circle.

```{r}
# Let us convert periodic columns
circular_columns <- c("arrival_date", "arrival_month")


for (col_val in circular_columns) {
  
  x_col_name <- paste(col_val, "_x", sep = "")
  y_col_name <- paste(col_val, "_y", sep = "")
  
  hotel_reservation_data[[x_col_name]] <- cos((2 * pi * hotel_reservation_data[[col_val]]) / max(hotel_reservation_data[[col_val]]))
  hotel_reservation_data[[y_col_name]] <- sin((2 * pi * hotel_reservation_data[[col_val]]) / max(hotel_reservation_data[[col_val]]))
}

# Removing the modified columns
hotel_reservation_data <- hotel_reservation_data %>% select(-one_of(circular_columns))

# Year column into factor
hotel_reservation_data$arrival_year <- factor(hotel_reservation_data$arrival_year)
```

```{r}
# Check the str
str(hotel_reservation_data)
```

Let the outcome column be the final variable in the dataframe. Let sus chage its position.
```{r}
# Cahging the position of the outcome variable
book_cancel <- hotel_reservation_data$booking_cancellation
hotel_reservation_data$booking_cancellation <- NULL
hotel_reservation_data$booking_cancellation <- book_cancel
rm(book_cancel)
```


```{r}
# Check the str
str(hotel_reservation_data)

categorized_features <- categorize_features(hotel_reservation_data)
# Checking the column names
cat("Numeric columns: \n------\n", paste(categorized_features$numeric_cols, collapse = ", "), "\n")
cat("Factor columns: \n------\n", paste(categorized_features$factor_cols, collapse = ", "), "\n")
cat("Character columns: \n------\n", paste(categorized_features$character_cols, collapse = ", "),"\n")
```

#### Let us get started with the modeling

```{r}
# Let us check the class blance
prop.table(table(hotel_reservation_data$booking_cancellation))
```
From the above classes table we can surely say that the 

```{r}
# Let us bacup saiing a data
hotel_reservation_data_processed_bkup <- hotel_reservation_data
```


```{r}
# Let us split the data into train and test
# We are using 90% train and 10% test
# We have over 30K reords
train_index <- createDataPartition(y = hotel_reservation_data$booking_cancellation, p = 0.9, list = FALSE)
hotel_reservation_data_train <- hotel_reservation_data[train_index, ]
hotel_reservation_data_test <- hotel_reservation_data[-train_index, ]
```


```{r}
# Let us determiine the class weights
class_weights_values <- class_weight_determination_fn(output_var = hotel_reservation_data_train$booking_cancellation)
class_weights_vector <- ifelse(hotel_reservation_data_train$booking_cancellation == "yes", 
                               class_weights_values$weight_yes, class_weights_values$weight_no)

```


#### Before deep dive into sophisticated modeling techniques, let us perform some simple heuristic calculation (AKA: Heuristic Model) to understand the data

Why did we select this variable? Usually reservation is cancelled only if booked. (Your reaction : Obviously) There are several variables in that can affect the cancellation but from a receptionist / owner point of view if there is cancellation after several days it gets really frustrating. Hence this is feature to concentrate. 

```{r}
# To understand the possibility of the reservation getting cancelled
# We have to understand the nummber of days between the date of booking and the arrival date
plot(hotel_reservation_data_train$lead_time ~ hotel_reservation_data_train$booking_cancellation, 
     col="orange", 
     main = paste("Box Plot - lead_time vs. booking_cancellation", sep = ""),
     xlab = "Cancellation",
     ylab = "Lead Time",
     horizontal = TRUE)

# For "yes" category
summary_chk = summary(hotel_reservation_data_train[hotel_reservation_data_train$booking_cancellation == "yes", "lead_time"])


```

From the above graph we can understand that the if the lead time crosses 100 days, then there is huge possibility of the room reservation getting cancelled. Hence, we are going to use the median value to classfy the value.



Let us create becnh mark model by assessing the train data
```{r}
# Let us create separate train and test data for bench marking model
hotel_reservation_data_train_BENCHMARK <- hotel_reservation_data_train
hotel_reservation_data_test_BENCHMARK <- hotel_reservation_data_test

# Let us perform our prediction (or say it a guess work... :D)
hotel_reservation_data_test_BENCHMARK <- hotel_reservation_data_test_BENCHMARK %>%  mutate(
  prediction = ifelse(hotel_reservation_data_test_BENCHMARK$lead_time >= summary_chk[["Median"]], "yes", "no"))
hotel_reservation_data_test_BENCHMARK$prediction <- factor(hotel_reservation_data_test_BENCHMARK$prediction)
```

```{r}
# Evaluaition of Benchamrk model
auc_result <- auc(roc(as.numeric(hotel_reservation_data_test_BENCHMARK$booking_cancellation),
                      as.numeric(hotel_reservation_data_test_BENCHMARK$prediction)))

conf_mat <- confusionMatrix(hotel_reservation_data_test_BENCHMARK$prediction, 
                            hotel_reservation_data_test_BENCHMARK$booking_cancellation, 
                            positive = "yes", 
                            mode="everything")

auc_result
conf_mat
```

# Modeling

```{r}
# Variable to contain the list of models
MODEL_LIST <- list()

# Control Variables
MODEL_K_FOLDS <- 10
# MODEL_K_FOLDS <- 5
MODEL_CONTROL_METHOD <- "cv"
# MODEL_TRAIN_METHOD <- "gbm"
MODEL_METRIC <- "ROC"
MODEL_TRAIN_DATA <- hotel_reservation_data_train
MODEL_TEST_DATA <- hotel_reservation_data_test
MODEL_DV_VAR <- "booking_cancellation"
##-------
ALPHA_VALUE = list(
  LASSO = 1,
  RIDGE = 0,
  ELASTIC = seq(0, 1, length = 10)
)
LAMBDA_GRID <- 10^seq(-3, 3, length = 100)
```

```{r}
set.seed(1)
control_values <- trainControl(method = MODEL_CONTROL_METHOD, 
                               number = MODEL_K_FOLDS, 
                               classProbs = TRUE, 
                               summaryFunction = twoClassSummary, 
                               verboseIter = TRUE)
``` 


```{r}
if(over_write_models) {
  start_time <- Sys.time()
  print("##########--------------------LASSO LOGISTIC REGRESSION--------------------##########")
  print("Running Model...")
  
  set.seed(1)
  

  grid_lasso <- expand.grid(alpha = ALPHA_VALUE$LASSO, lambda = LAMBDA_GRID)
  
  LASSO_MODEL <- train(booking_cancellation ~.,
                       data = MODEL_TRAIN_DATA,
                       method = "glmnet",
                       weights = class_weights_vector,
                       metric = MODEL_METRIC,
                       trControl = control_values,
                       tuneGrid = grid_lasso,
                       verboseIter = TRUE,
                       verbose = TRUE)
  
  # print(LASSO_MODEL)
  print(coef(LASSO_MODEL$finalModel, LASSO_MODEL$bestTune$lambda))
  
  # Savig the model objects for future use
  MODEL_NAME <- "LASSO_MODEL"; MODEL_LIST[[MODEL_NAME]] <- LASSO_MODEL;
  saveRDS(MODEL_LIST[[MODEL_NAME]], file = paste(models_folder_path,"/", MODEL_NAME,"_MODEL.rds",sep = ""))
  
  # End time
  end_time <- Sys.time()
  time_difference_minutes <- as.numeric(difftime(end_time, start_time, units = "mins"))
  print(time_difference_minutes)
}

```


```{r}
# 2nd MOdel MOdel - RF Model
# Descision tree is sensitive class imbalance
# Resusing the codes from the lectures
if(over_write_models) {
  start_time <- Sys.time()
  print("##########--------------------RANDOM FOREST--------------------##########")
  print("Running Model...")

set.seed(1)

# grid_rf <- expand.grid(mtry= c(2))
grid_rf <- expand.grid(mtry= c(2, 4, 8))

RANDOM_FOREST_MODEL <- train(  booking_cancellation ~.,
                               data = MODEL_TRAIN_DATA,
                               method = "rf",
                               weights = class_weights_vector,
                               metric = MODEL_METRIC,
                               trControl = control_values,
                               tuneGrid = grid_rf,
                               importance = TRUE,
                               verbose = TRUE)

print(RANDOM_FOREST_MODEL)

# Savig the model objects for future use
MODEL_NAME <- "RANDOM_FOREST_MODEL"; MODEL_LIST[[MODEL_NAME]] <- RANDOM_FOREST_MODEL;
saveRDS(MODEL_LIST[[MODEL_NAME]], file = paste(models_folder_path,"/", MODEL_NAME,"_MODEL.rds",sep = ""))

# End time
  end_time <- Sys.time()
  time_difference_minutes <- as.numeric(difftime(end_time, start_time, units = "mins"))
  print(time_difference_minutes)

}

```


```{r}
# Undersanding the important features
var_importance_RFM <- varImp(RANDOM_FOREST_MODEL)

# Let us check the features
print(var_importance_RFM)
plot(var_importance_RFM)

# HAT GPT ASSISTANCE : TO the get the variable importance plot in pdf file
png(filename = "variable_importance.png")
plot(var_importance_RFM, width = 10, height = 10)
while (!is.null(dev.list()))  dev.off()
```


```{r}
# First model
if(over_write_models) {
  
  start_time <- Sys.time()
  print("##########--------------------GRADIENT BOOST--------------------##########")
  print("Running Model...")
  
  set.seed(1)
  # Automatice Tuning
  GRADIENT_BOOST_MODEL <- train(booking_cancellation ~ ., 
                                data = MODEL_TRAIN_DATA, 
                                method = "gbm", 
                                weights = class_weights_vector,
                                metric = MODEL_METRIC, 
                                trControl = control_values,
                                verbose = TRUE)
  print(GRADIENT_BOOST_MODEL)
  
  # Savig the model objects for future use
  MODEL_NAME <- "GRADIENT_BOOST_MODEL"; MODEL_LIST[[MODEL_NAME]] <- GRADIENT_BOOST_MODEL;
  saveRDS(MODEL_LIST[[MODEL_NAME]], file = paste(models_folder_path,"/", MODEL_NAME,"_MODEL.rds",sep = ""))
  
  
  # End time
  end_time <- Sys.time()
  time_difference_minutes <- as.numeric(difftime(end_time, start_time, units = "mins"))
  print(time_difference_minutes)
}
```




```{r}
# Fourth Model
# Set seed - for reproducibility
if(over_write_models) {
  
  start_time <- Sys.time()
  print("##########--------------------SVM LINEAR--------------------##########")
  print("Running Model...")
set.seed(1)

# Define Train Control for SVM
train_control_SVM <- trainControl(method = MODEL_CONTROL_METHOD, 
                              number = MODEL_K_FOLDS, 
                              classProbs = TRUE, 
                              summaryFunction = twoClassSummary, 
                              preProc = c("center", "scale"),
                              verboseIter = TRUE)

# Set Up MOdel

grid_svm <- expand.grid(C = c(0.25, 0.5, 1))

SVM_LINEAR_MODEL <- train( booking_cancellation ~.,
                           data = MODEL_TRAIN_DATA,
                           method = "svmLinear",
                           weights = class_weights_vector,
                           metric = MODEL_METRIC,
                           trControl = train_control_SVM,
                           tuneGrid = grid_svm,
                           verboseIter = TRUE,
                           verbose = TRUE)

# print(SVM_LINEAR_MODEL)

# Savig the model objects for future use
  MODEL_NAME <- "SVM_LINEAR_MODEL"; MODEL_LIST[[MODEL_NAME]] <- SVM_LINEAR_MODEL;
  saveRDS(MODEL_LIST[[MODEL_NAME]], file = paste(models_folder_path,"/", MODEL_NAME,"_MODEL.rds",sep = ""))

# End time
  end_time <- Sys.time()
  time_difference_minutes <- as.numeric(difftime(end_time, start_time, units = "mins"))
  print(time_difference_minutes)
}

```

```{r}
# Fourth Model - SVM RADIAL
# Set seed - for reproducibility
if(over_write_models) {
  
  start_time <- Sys.time()
  print("##########--------------------SVM RADIAL--------------------##########")
  print("Running Model...")
set.seed(1)

# Define Train Control for SVM
train_control_SVM <- trainControl(method = MODEL_CONTROL_METHOD, 
                              number = MODEL_K_FOLDS, 
                              classProbs = TRUE, 
                              summaryFunction = twoClassSummary, 
                              preProc = c("center", "scale"),
                              verboseIter = TRUE)

# Set Up MOdel - Auto Tuning
SVM_RADIAL_MODEL <- train( booking_cancellation ~.,
                           data = MODEL_TRAIN_DATA,
                           method = "svmRadial",
                           weights = class_weights_vector,
                           metric = MODEL_METRIC,
                           trControl = train_control_SVM,
                           verboseIter = TRUE,
                           verbose = TRUE)

# print(SVM_RADIAL_MODEL)

# Savig the model objects for future use
  MODEL_NAME <- "SVM_RADIAL_MODEL"; MODEL_LIST[[MODEL_NAME]] <- SVM_RADIAL_MODEL;
  saveRDS(MODEL_LIST[[MODEL_NAME]], file = paste(models_folder_path,"/", MODEL_NAME,"_MODEL.rds",sep = ""))

# End time
  end_time <- Sys.time()
  time_difference_minutes <- as.numeric(difftime(end_time, start_time, units = "mins"))
  print(time_difference_minutes)
}

```





```{r}
# # Use this line if you are just loading Model Objects manually
MODEL_LIST <- list("LASSO_MODEL" = LASSO_MODEL 
                   ,"RANDOM_FOREST_MODEL" = RANDOM_FOREST_MODEL,
                   "GRADIENT_BOOST_MODEL" = GRADIENT_BOOST_MODEL,
                   "SVM_LINEAR_MODEL" = SVM_LINEAR_MODEL,
                   "SVM_RADIAL_MODEL" = SVM_RADIAL_MODEL
                   )
models_evaluation_data <- data.frame()
# Models Evaluation
for(model_select in names(MODEL_LIST)) {
  cat(paste("####-----",model_select,"-----####\n", sep = ""))
  model_eval_res <- (classification_evaluation_fn(model_selected_var = MODEL_LIST[[model_select]],
                                                       test_data_selected = MODEL_TEST_DATA,
                                                       focus_outcome = MODEL_DV_VAR))
  interim_data <- data.frame(
    Model_Name = model_select,
    AUC_Value = model_eval_res$AUC_Value,
    Accuracy = model_eval_res$Confusion_Matrix$overall[["Accuracy"]]
  )
  models_evaluation_data <- rbind(interim_data, models_evaluation_data)
  
    
}

models_evaluation_data <- models_evaluation_data %>% arrange(desc(AUC_Value), desc(Accuracy))
```
```{r}
# Used this to just print the Model Performance
# # Use this line if you are just loading Model Objects manually
MODEL_LIST_NEW <- list("LASSO_MODEL" = LASSO_MODEL 
                   ,"RANDOM_FOREST_MODEL" = RANDOM_FOREST_MODEL,
                   "GRADIENT_BOOST_MODEL" = GRADIENT_BOOST_MODEL,
                   "SVM_LINEAR_MODEL" = SVM_LINEAR_MODEL,
                   "SVM_RADIAL_MODEL" = SVM_RADIAL_MODEL
                   )
# Models Evaluation
for(model_select in names(MODEL_LIST_NEW)) {
  cat(paste("####-----",model_select,"-----####\n", sep = ""))
  print(classification_evaluation_fn(model_selected_var = MODEL_LIST_NEW[[model_select]],
                                                       test_data_selected = MODEL_TEST_DATA,
                                                       focus_outcome = MODEL_DV_VAR))
  
    
}
```

# NN MOdeling
#### Let us construct the NN for this model
```{r}
# Let us first perfrorm necessary transformation
# Let us first row bind both the train and test dataframe and do one hot encoding
# This 

hotel_reservation_data_train_bkup <- hotel_reservation_data_train
hotel_reservation_data_train_bkup$training_sample <- 1

hotel_reservation_data_test_bkup <- hotel_reservation_data_test
hotel_reservation_data_test_bkup$training_sample <- 0

# Concategnate the dataframes
hotel_reservation_data_combined_1 <- hotel_reservation_data_train_bkup %>% bind_rows(hotel_reservation_data_test_bkup)
rm(hotel_reservation_data_train_bkup, hotel_reservation_data_test_bkup)

# let usf first check the columns for one hot encoding
columns_for_one_hot_encoding <- categorize_features(hotel_reservation_data_combined_1)$factor_cols
columns_for_one_hot_encoding <- setdiff(columns_for_one_hot_encoding, MODEL_DV_VAR)

# Calling custom made one hot One HOt Enccoding 
hotel_reservation_data_combined_2 <- one_hot_encoding_fn(data_val = hotel_reservation_data_combined_1,
                                                         features_to_encode = columns_for_one_hot_encoding)

# Transforming the outcome variable
# Take care of this variable toawrds the end, when you are predicting the outcom based on the model
hotel_reservation_data_combined_2$booking_cancellation <- (
  as.numeric(hotel_reservation_data_combined_2$booking_cancellation) - 1)

# hotel_reservation_data_combined_2[[MODEL_DV_VAR]] <- ifelse(
#   hotel_reservation_data_combined_2[[MODEL_DV_VAR]] == "yes", TRUE, 
#   ifelse(hotel_reservation_data_combined_2[[MODEL_DV_VAR]] == "no", FALSE,
#          hotel_reservation_data_combined_2[[MODEL_DV_VAR]]))


# str(hotel_reservation_data_combined_2)
```


```{r}
# Let us now break the newly updated data into train, test and train into train and validation
hotel_reservation_data_NN_train <- (hotel_reservation_data_combined_2 %>% 
                                      filter(training_sample == 1) %>% 
                                      select(-all_of("training_sample")))
hotel_reservation_data_NN_test <- (hotel_reservation_data_combined_2 %>% 
                                     filter(training_sample == 0) %>% 
                                     select(-all_of("training_sample")))

# Removing this column from the combined datasets
hotel_reservation_data_combined_3 <- hotel_reservation_data_combined_1
hotel_reservation_data_combined_2 <- hotel_reservation_data_combined_2 %>% select(-all_of("training_sample"))
hotel_reservation_data_combined_1 <- hotel_reservation_data_combined_1 %>% select(-all_of("training_sample"))

```

```{r}
# Let us split the train data to train and validation data set
inTrainVal = createDataPartition(hotel_reservation_data_NN_train$booking_cancellation, p=0.9, list=FALSE) 
hotel_reservation_data_NN_train_val   = hotel_reservation_data_NN_train[-inTrainVal,]
hotel_reservation_data_NN_train_train = hotel_reservation_data_NN_train[inTrainVal,]
```


```{r}
# Let us scale the numerical variables
numerical_cols_to_scale <- categorize_features(hotel_reservation_data_combined_1)$numeric_cols
# hotel_reservation_data_combined_1[, numerical_cols_to_scale]

data_train = hotel_reservation_data_NN_train_train
data_val = hotel_reservation_data_NN_train_val
data_test = hotel_reservation_data_NN_test

numerical_features = numerical_cols_to_scale

# Scaling the features
data_train <- data_train %>%  mutate_at(vars(numerical_features), as.numeric)

# Reusig code form the lectures
scaled_data_train <- scale(data_train[, numerical_features])

col_means_train <- attr(scaled_data_train, "scaled:center")
col_stddevs_train <- attr(scaled_data_train, "scaled:scale")

scaled_data_test <- scale(data_test[, numerical_features], center = col_means_train, scale = col_stddevs_train)

scaled_data_val <- scale(data_val[, numerical_features], center = col_means_train, scale = col_stddevs_train)

# Re arragning the features in all the datasets
# Using the train scaling feauters to avoid data leakage
data_train <- cbind(scaled_data_train, data_train[, !(colnames(data_train) %in% numerical_features)])
data_test <- cbind(scaled_data_test, data_test[, !(colnames(data_test) %in% numerical_features)])
data_val <- cbind(scaled_data_val, data_val[, !(colnames(data_val) %in% numerical_features)])

# Returing the data
# Will construct this into a function in fututre project
hotel_reservation_data_NN_train_train = data_train
hotel_reservation_data_NN_train_val = data_val
hotel_reservation_data_NN_test = data_test
```


```{r}
# Dissecting the IDVs and DVs
train_IDV <- as.matrix(hotel_reservation_data_NN_train_train %>% select(-one_of(c(MODEL_DV_VAR))))
train_DV <- (hotel_reservation_data_NN_train_train[, MODEL_DV_VAR])

test_IDV <- as.matrix(hotel_reservation_data_NN_test %>% select(-one_of(c(MODEL_DV_VAR))))
test_DV <- as.matrix(hotel_reservation_data_NN_test[, MODEL_DV_VAR])

val_IDV <- as.matrix(hotel_reservation_data_NN_train_val %>% select(-one_of(c(MODEL_DV_VAR))))
val_DV <- hotel_reservation_data_NN_train_val[, MODEL_DV_VAR]
```

#### Let us create a simple model first and move on to construcutig tuned model, without the class weights and understand the model

```{r}
set.seed(1)

# Simple Model
simple_model <- (
  keras_model_sequential() %>%
    layer_dense(units = 32, activation = "sigmoid", input_shape = dim(train_IDV)[2]) %>%
    layer_dropout(rate = 0.1) %>%
    layer_dense(units = 32, activation = "sigmoid") %>%
    layer_dropout(rate = 0.1) %>%
    layer_dense(units =  1, activation = "sigmoid")
)

simple_model %>% compile(optimizer = optimizer_adam(learning_rate = 0.01),
                         loss = 'binary_crossentropy',
                         metrics = c('accuracy'))

# Checkign the model structure
print(simple_model)

# Trainging the model
history <- simple_model %>% fit(
  x = train_IDV,
  y = train_DV,
  epochs = 10,
  batch_size = 16, 
  validation_data = list(val_IDV, val_DV),
  
  verbose = 1
)

# class_weight = list("0" = class_weights_values$weight_no, "1" = class_weights_values$weight_yes),

history

plot(history)

# Prediction
predicted_labels <- as.numeric(simple_model %>% predict(test_IDV) %>% k_argmax())
cross_table <- table(Actual_Labels = test_DV, Predicted_Labels = predicted_labels)
print(cross_table)


```

#### The above model does not seem to satify our expectations, so let us contruct a better neural network model.

```{r}
# Performing multiple TF runs
# Just using small values
# Running it on my local machine
tuning_path = "D:/UIS/Studies/Semester4/CSC532/Assignments/ML_Final_Project/ml_final_project/code_base/final_project_tuning.R"
nodes_list = c(64, 128, 256, 392, 512)
learning_rates_list = c(0.01, 0.05, 0.001, 0.005)
batch_size_list = c(16, 32, 64, 128)
activations_list = c( "sigmoid",  "relu", "tanh")
sample_perc = 0.03

# Performing tUNED NN
runs <- tuning_run(tuning_path,
                   flags = list(
                     nodes = nodes_list,
                     learning_rate = learning_rates_list,
                     batch_size = batch_size_list,
                     activation = activations_list
                     ),
                   sample = sample_perc)
```



```{r}
# Extracting the TF run information
# Sorting based on the metric loss
runs <- runs[order(runs$metric_val_loss, decreasing = FALSE),]
as.data.frame(runs)
```

```{r}
# Let’s view the summary of the best run
view_run(runs$run_dir[1])
```



```{r}
# Let us conctaente the val and train datasets
all_train_x <- abind(train_IDV, val_IDV, along = 1)
all_train_y <- abind(train_DV, val_DV, along = 1)
str(all_train_x)
str(all_train_y)
```


Let us perform the final model (neural networks)

```{r}
# Tunedd Parameters Values
final_tuned_params <- list(
  "nodes" = 256,
  "batch_size" = 64,
  "activation" = "sigmoid",
  "learning_rate" = 0.01,
  "epochs" = 30
)

```

```{r}

# Final Neural Network model
final_model <- keras_model_sequential()

final_model %>%
  layer_dense(units = final_tuned_params$nodes, activation = final_tuned_params$activation, input_shape = dim(all_train_x)[2]) %>%
  layer_dropout(rate = 0.5) %>%
  layer_dense(units = final_tuned_params$nodes, activation = final_tuned_params$activation ) %>%
  layer_dropout(rate = 0.5) %>%
  layer_dense(units = final_tuned_params$nodes, activation = final_tuned_params$activation ) %>%
  layer_dropout(rate = 0.5) %>%
  layer_dense(units = 1, activation = final_tuned_params$activation)

final_model %>% compile(optimizer = optimizer_adam(learning_rate = final_tuned_params$learning_rate), 
                        loss = 'binary_crossentropy',
                        metrics = c('accuracy'))

final_model_compile <- final_model %>% fit(x = all_train_x,
                                           y = all_train_y,
                                           batch_size = final_tuned_params$batch_size,
                                           epochs = final_tuned_params$epochs,
                                           class_weight = list("0" = class_weights_values$weight_no, 
                                                               "1" = class_weights_values$weight_yes),
                                           verbose = 1)
```

Let us evaluate the final model.

```{r}
final_model %>% evaluate(test_IDV, test_DV)
```

```{r}
MODEL_NAME <- "NEURAL_NETWORK_MODEL"; MODEL_LIST[[MODEL_NAME]] <- final_model;
saveRDS(MODEL_LIST[[MODEL_NAME]], file = paste(models_folder_path,"/", MODEL_NAME,"_MODEL.rds",sep = ""))

runs_save_file_path = paste(models_folder_path, "/", sep = "")
runs_save_file_name = paste("NN_RUNS_", format(Sys.time(), "%Y%m%d_%H%M"), ".csv", sep = "")
runs_save_file_name = paste(runs_save_file_path, runs_save_file_name, sep = "")
write.csv(runs, file = runs_save_file_name, row.names = FALSE)
print(paste(runs_save_file_name, " - file saved"))
```


```{r}
predicted_probs = final_model %>% predict(test_IDV)
ann_predictions = prediction(predicted_probs, test_DV)

auc_value <- performance(ann_predictions, measure = "auc")@y.values[[1]]

predicted.labels= factor(ifelse(predicted_probs>0.5, "1", "0"))
conf_mat_NN <- confusionMatrix(predicted.labels, as.factor(test_DV), mode="everything", positive="1")
```

```{r}
# Printing tjhe NN results
print("###------NEURAL NETWORKS------###")
print(auc_value)
print(conf_mat_NN)
```


```{r}
interim_data <- data.frame(
  Model_Name = "NEURAL_NETWORK",
  AUC_Value = auc_value,
  Accuracy = conf_mat_NN$overall[["Accuracy"]]
)

models_evaluation_data <- rbind(models_evaluation_data, interim_data)
models_evaluation_data <- models_evaluation_data %>% arrange(desc(AUC_Value), desc(Accuracy))

```

Fianl Model Check
```{r}
# Pringting the best model
print(classification_evaluation_fn(model_selected_var = RANDOM_FOREST_MODEL,
                                   test_data_selected = MODEL_TEST_DATA,
                                   focus_outcome = MODEL_DV_VAR))
```

```{r}
RANDOM_FOREST_MODEL
```


